{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 高级画图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、饼状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uqapwvJuaXHDaerZzXxWW157hy87tidOrPnfVxvdAwLNeXfxmZ3yUlhv0t0Y3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\nn3vooYeyBw0aVBwfH99x+/b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w0NiyZUvrP/7xj7wFCxYETZ8+/cSvv/7qDVBSUmIoLCw0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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1274e2f69b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "labels = [u'直接访问', u'外部链接', u'搜索引擎']\n",
    "sizes = [60, 30, 10]\n",
    "colors = ['yellowgreen', 'gold', 'lightskyblue']\n",
    "explode = [0.05, 0.0, 0.0]\n",
    "\n",
    "plt.pie(sizes, explode=explode, colors=colors, labels=labels, shadow=True, \n",
    "       startangle=0, labeldistance=1.1, autopct='%3.1f%%', pctdistance=0.6)\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "# 设置x,y轴刻度一致\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cef4312160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OuCYfk0Xh3ae2kpJhxvVDbXJLzWYvAZ9KTtHeZ8U+/ftqvK1Bpp2XxffLWjrO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\nYf0/pwESRW5ugrUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cef41546a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "labels = [u'华为', u'苹果', u'三星']\n",
    "data = [60, 40, 30]\n",
    "explode = [0.05, 0, 0]\n",
    "colors = ['yellowgreen', 'gold', 'lightskyblue']\n",
    "patchs, label_text, pct_text = plt.pie(data, labels=labels, explode=explode, colors=colors, \n",
    "                                       autopct='%3.1f%%', shadow=True)\n",
    "plt.axis('equal')\n",
    "plt.legend(fontsize=16)\n",
    "\n",
    "for t in label_text:\n",
    "    t.set_size(16)\n",
    "for t in pct_text:\n",
    "    t.set_size(16)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CXUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkbBLiISMQp2EZGIUbCLiESMgl1E\nJGIU7CIiEaNgFxGJGAW7iEjEKNhFRCJGwS4iEjEKdhGRiFGwi4hEjIJdRCRiFOwiIhGjYBcRiRgF\nu4hIxCjYRUQiRsEuIhIxCnYRkYhRsIuIREyoYDezhWa2zszm1DC/g5mtMLM1ZvY7M2sV3zJFRCSs\nWoPdzMYBLdx9GNDHzPpW0+wG4AF3HwXsA74Q3zJFRCSs1BBtMoFlsdergeHAtooN3P0XFX7sArxf\n9UPMLAvIAujZs2c9ShURkTDCdMW0AfbEXh8EutbU0MwuATq6+4aq89x9gbunuXtaly5d6lWsiIjU\nLsweeyHQOva6LTV8GZhZJ+Bh4Jr4lCYiIvURZo99I0H3C8BAYGfVBrGTpcuA2e6+K27ViYhInYUJ\n9uXAJDN7ABgP/M3M5lVpMwUYDNxhZtlmdl2c6xQRkZBq7Ypx9wIzywRGAfe5+z4gr0qbR4FHG6VC\nERGpkzB97Lh7PuVXxoiISBOmO09FRCJGwS4iEjEKdhGRiFGwi4hEjIJdRCRiFOwiIhGjYBcRiRgF\nu4hIxCjYRUQiRsEuIhIxCnYRkYhRsIuIRIyCXUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkbBLiIS\nMQp2EZGIUbCLiESMgl1EJGIU7CIiEaNgFxGJGAW7iEjEKNhFRCJGwS4iEjEKdhGRiFGwi4hEjIJd\nRCRiQgW7mS00s3VmNqchbUREpPHVGuxmNg5o4e7DgD5m1rc+bUREJDHM3U/cwOwhYKW7v2xmE4DW\n7r6oHm2ygKzYj/2At+P1S9RBZ+DfSVhvXajG+FCN8dEcaoTmUWc8auzl7l1qa5Qa4oPaAHtirw8C\nF9WnjbsvABaEWF+jMbNcd09LZg21UY3xoRrjoznUCM2jzkTWGKaPvRBoHXvdtoZlwrQREZEECBPA\nG4HhsdcDgZ31bCMiIgkQpitmOZBjZmcBo4EJZjbP3eecoE16/EuNi6R2BYWkGuNDNcZHc6gRmked\nCaux1pOnAGbWERgF/Mnd99W3jYiINL5QwS4iIs2HTnKKNDIz62Rmo8ysc7JrqUlzqFHCi2Swm1lX\nM8s5wfyWZvZi7E7ZmxJZW4Uaaquxh5m9Z2bZsanWa1fjXF8HM1thZmvM7Hdm1qqGdkm74zhMjWaW\nama7K2zHAQmusSPwIjAEeLWmv8ckb8daa0z2dqxQR1cze/ME85N+B/yJakzUdoxcsMf+kT5FcG19\nTWYAubHlFJlLAAACj0lEQVQ7Za81s3YJKS4mZI1DgbvcPTM2HUhMdcfcADzg7qOAfcAXqjZoAncc\n11ojcAGwpMJ23JLQCoP1z3T3u4BVVHOPRxPYjrXWSPK3Y5n7Kb+0upImsB3L1FgjCdqOkQt2oAS4\nDig4QZtMYFns9Z+ARN/YEKbGdOCbZrbJzO5OTFnl3P0X7r4m9mMX4P1qmmVSvh1XU37Ja0KErDEd\nuMrM3ojtzYW5Eixu3P01d99gZiMI9ojXV9Msk+RuxzA1JnU7ApjZ5cBhgi/x6mSSxO0IoWpMyHaM\nXLC7e4G7f1hLs6p3ynZt3KoqC1njCoJ/qBcDl5jZBY1eWDXM7BKgo7tvqGZ2UrdjmVpq/Asw0t2H\nAC2BMQktDjAzI/gizweOVtMk6dsxRI1J3Y6xbrY7gdtO0Cyp2zFkjQnZjpEL9pCaw52y69z9I3cv\nAd4EEn5YaWadgIeBms5DJH07hqhxs7v/K/Y6lyRsRw/cAmwGrq6mSdK3Y4gak70dbwMecfdDJ2iT\n7O0YpsaEbMemGGiJ0BzulF1lZt3N7DTgSuCviVx5bO9jGTDb3XfV0Cyp2zFkjYvNbKCZtQDGAnkJ\nKxAws++b2ddjP54OVPefPtnbMUyNSd2OwEjgFjPLBgaZ2RPVtEn2/+swNSZmO7p7JCcgO/bn5cD0\nKvN6AX8DHiQ4NGrRBGu8DHiLYA9qehJqm0ZwWJ4dm34IzKvSpn3sH+YDwFagQxOssX9sG24hOBmd\n6O3YEVhDcC7nF8D5TXA7hqkxqduxSi3ZwHlNbTuGrDEh2/GkvUEpNvzBcGCV197fLTXQHcfxoe0Y\nH9qOgZM22EVEoupk7WMXEYksBbuISMQo2EVEIkbBLiISMQp2EZGI+f/fWx32jtNo6wAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x256b91550f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "n = 4\n",
    "X = np.arange(n)+1\n",
    "Y1 = np.random.uniform(0.5, 1.0, n)\n",
    "Y2 = np.random.uniform(0.5, 1.0, n)\n",
    "width = 0.35\n",
    "plt.bar(X, Y1, width=width, facecolor='#9999ff', edgecolor='white')\n",
    "plt.bar(X+width, Y2, width=width, facecolor='#ff9999', edgecolor='white')\n",
    "plt.plot(X, Y1, 'r')\n",
    "plt.plot(X, Y1, 'o')\n",
    "for x, y in zip(X, Y1):\n",
    "    plt.text(x, y+0.05, '%.2f'%y, ha='center', va='bottom')\n",
    "\n",
    "for x, y in zip(X, Y2):\n",
    "    plt.text(x+0.35, y+0.05, '%.2f'%y, ha='center', va='bottom')\n",
    "    \n",
    "# plt.barh(x, y1, height=0.5)\n",
    "plt.ylim(0, 1.15)\n",
    "plt.title(u'条形图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3wAiGWR/NBkvBJfTQcLF/jlRnlKxxxt0xukmfYRYwyIYoYeHYLlLazHj7qEd1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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cef42b1240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "n = 1024\n",
    "X = np.random.randn(1, n)\n",
    "Y = np.random.randn(1, n)\n",
    "T = np.arctan2(Y, X)\n",
    "\n",
    "plt.scatter(X, Y,s=50, c=T, alpha=0.4, marker='o')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4、概率分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fRv2qak9VzVfV/NzcXMNvK0kaVpPgforuqZttwAsNv/eo/SRJY9bkNM4+YH+Si4AbgZ1J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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17b6cf8b438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "mu = 0\n",
    "sigma = 1\n",
    "X = mu + sigma*np.random.randn(10000)\n",
    "ax0 = plt.subplot(121)\n",
    "ax1 = plt.subplot(122)\n",
    "bins = np.arange(-3, 3, 0.5)\n",
    "\n",
    "ax0.hist(X, bins=bins, normed=1, histtype='bar', edgecolor='white', alpha=0.75)\n",
    "ax1.hist(X, 40, normed=1, histtype='bar', facecolor='green', rwidth=0.8, cumulative=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5、组合图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0KNhOnzmJjBR58022g3C0wHTpUsJced0EL7dzvPuuyGefEXarWJFczd1307LG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qRz57L/Pm0arp7PPy+/jeXLAeTr14nlzJpFf2bNwr21cCHuNScnwHn8eFbmy5fjzlq3DjBt1AhC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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x256b90bdfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "n =1000\n",
    "x = np.random.randn(n)\n",
    "y = np.random.randn(n)\n",
    "\n",
    "left, bottom = 0.1, 0.1\n",
    "width, height = 0.65, 0.65\n",
    "left_h = left + width + 0.02\n",
    "bottom_h = bottom + height + 0.02\n",
    "\n",
    "rect_scatter = [left, bottom, width, height]\n",
    "rect_histx = [left, bottom_h, width, 0.2]\n",
    "rect_histy = [left_h, bottom, 0.2, height]\n",
    "\n",
    "plt.figure(1, figsize=(6, 6))\n",
    "\n",
    "axScatter = plt.axes(rect_scatter)\n",
    "axHistx = plt.axes(rect_histx)\n",
    "axHisty = plt.axes(rect_histy)\n",
    "\n",
    "S = np.linspace(1, 100, n)\n",
    "C = np.ones((n, 4))*(0, 0, 1, 1)\n",
    "C[:,3] = np.linspace(0,1,n)\n",
    "axScatter.scatter(x, y, s=S, edgecolor=C, facecolor='none')\n",
    "axHistx.hist(x, bins=20, edgecolor='white')\n",
    "axHisty.hist(y, bins=np.arange(-3, 3, 0.5), edgecolor='white', orientation='horizontal')\n",
    "axHistx.set_xlim(axScatter.get_xlim())\n",
    "axHisty.set_ylim(axScatter.get_ylim())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k9dx//3UYY3jrrc+pV+/cAq957DFneuKkSU8U2J+WdpClSz+mXbvrqVmzbqG2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\nIhJk/j/5CtGM//3hhgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x17b70f9acc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def func(x):\n",
    "    return (x-3)*(x-5)*(x-7)+85\n",
    "\n",
    "a, b = 2, 9\n",
    "x = np.linspace(0, 10)\n",
    "y = func(x)\n",
    "\n",
    "plt.plot(x, y, 'r', linewidth=2)\n",
    "\n",
    "xf = x[np.where((x>a)&(x<b))]\n",
    "plt.fill_between(xf, np.zeros(len(xf)), func(xf), color='b', alpha=0.15)\n",
    "\n",
    "plt.text((a+b)/2, 30, r\"$\\int_a^b f(x)\\mathrm{d}x$\", \n",
    "        horizontalalignment='center', fontsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6、三维图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 利用大小颜色表示四维数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iIh0zZ6pISDDiCCNPWpq4PsyqIJmVZV4LN2CAjt27FWze7N91zbn48tboer6v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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x256bb0f8f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "\n",
    "n = 50\n",
    "x = np.random.randn(n)\n",
    "y = np.random.randn(n)\n",
    "S = np.linspace(20, 20*20, n)\n",
    "C = np.ones((n,4)) * (0,0,1,1)\n",
    "C[:,3] = np.linspace(0,1,n)\n",
    "\n",
    "plt.scatter(x, y, s=S, edgecolors='none', facecolors=C)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 立体三维图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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v2EDFtm1IWYzN9HoxjjoKc/BgjKOOsuqDDxiA1uxe1fr2xXAFNYmCGknIMlRV\nYVZVYQJpbxFNE+rqkHfsQN6+HTZvxvj0U7yff46yfTvS9u0Jngllxw6UHTvwvfFGwmH0gQOJjx3r\nbNHjjsPs27fk8nK7OrZ36vXXX+eDDz5g7ty5Tn36Dz/8kP3799O/f/+CjmHGjBlZ7bdlyxbKy8u5\n4YYbWLVqFf369ePqq6/mtNNOy+l8QpAzkK4Fom0Ru9v6+f3+dleKsr/g7bkDtoU4HA6jxeP0/s1v\nrOcHDYJf/KLDJhF3be5shBgKZyG7PRqmaR7qnHXwINLKlcg1NUhr13LYBx+gbNqUMVDKLCvDOPpo\njKFDMYYMscR3yBDr5wEDnPxuNzLgbd7aGlmcbFl0ayQJevbE6NkTY8wY5/MWDAat90nXLat682bk\nDRssr8aGDcj/+Q+yqyqdsnMnys6d+JcscZ7T+/VDGzuW2PHHE5swgcj48ZjN7v2OqBvdVSzk1rBf\nn8/nY+LEifTv358pU6Ywe/bskiujuWXLFiKRCJMnT2bmzJksW7aM2bNns2jRIsaOHZv1cYQgpyGT\nENsTeb67CbVHkJOLZyiKQuU77+BpXmPTrr/eWj/MYSz5sE6ThbgtJUHzNQG51/hpaCC4fj2BtWuR\nP/gAee1apM8/b/3/e/bEGDkSfdQoIoMHIx17LNKxx2IOHNguV3JbC2qUYkWlUqHFZ1dRMI84Av2I\nI9C/9rWEP0l79x4S5/XrUdauRf7oIycoTdm9G2X3bnzNniZTUdDHjCFeXU30K18hOmEChqsJSymW\no+xMpJp36uvrnShrSZI6LOI6FT/+8Y+59NJLnRuEUaNG8dFHH/H0008LQW4P6YTYMAwnato0TXw+\nH36/P+/pFW5BzmXMyUJsB0Z5/v53a5++fTEuuyznsbRHkJO7VbVFiPM1iZmGQfyjjzDeegt19Wp6\nr1mD8p//pLV8TVnGHDGC2DHHoI8di+ekk9BGjULv3dsJhmpqbMTr9eJ1uZvzTaaCGukqKnX3PN1c\nMXv3Rp88GX3y5ENPxmLIGzZY4rx2rfX44YdI0SiSrqPW1KDW1BB45BEA9KFDiZ9+OrGvfY3YpEno\nwWBBb5668rVM13qxkAFc7UGW5RbW+tChQ/m0ufhStghBbsa2RHRdbyHEdi/iQgqxTS6CnK6cpJNa\n1dCA/NJLAOgXXwx+f0HGnExy/+aiNMlIxjCQ1q1DWr4cli9Hefdd/AcOpNzVVFXM447DPOEEjBNO\nwDz+eMwkOsrVAAAgAElEQVQxY6CsjIbm9o9qeTmmplkBRh1MthWV3MGHNoUqT9kl8XoxjjsO47jj\n4Pvft56LRFDWrkV55x1rW7nSCeBTtmxB2bIF/5/+hOnxoFdXo02ZQnzKFOJjxmAk3ezbuIU6297T\n3cllbVNKLupkbrrpJiRJYt68ec5zGzZsYMSIETkdp9sLciYhtoN9nDXGIq3ZZWo52KoQNyOvWGGl\nmgDGRRflPIZcLeR0kcrtmTiyduGbJtLHHyOtWIG8fDnyv/+NlE6A+/fHqK7GrK62Hk880YoE7uSk\ncntnW57Sfm/tHPCuZE3n9XX4/egTJ6JPnAg//zkYBvLGjShvv42yYgXq8uVIBw8ixeOob76J+uab\n+O+4A2PQILRp09C+8Q306mpMWW4RM2Dn3NtkihnoKtcnFeks5FJyU9fW1lJRUYHf72fKlClce+21\nVFdXc+KJJ/L888+zevVq7rjjjpyO2W0F2Q58amhocFp62UJsiwoUX4gz3RVnI8TOsd5/3/q/QABz\nwoQ2jyWTGBZCiLNi717kpUuRX34ZeflypNraFruYkoQxdizmqadiTpyIcdJJcOSRCTm4mejMNZFb\ny/9MtS5tf+6BFmugnc2aLsp1k2WM0aMxRo8mfuWVoGnIa9agvvYa6muvIb//PpJhIO/YgXfBArwL\nFmD07Yv29a+jXXCB5SJvrlGQS/EMwzCQJKt3eme7LtmQas4pNQt58uTJzJs3j+nTp/Nf//Vf3H77\n7SxYsIBdu3Zx9NFH89hjjzFo0KCcjinl8KHtvLNSEnZ1JdM0ncpQ5eXlCW5W2zVd7ChWwzA4ePAg\n5eXlztpkKiEOBAIZq36pF1yAsmQJxsSJxJcvz3ks0WiUpqYmqqqqUp7H7UWQJMm5ecnn5BCPx2lo\naKCyshJFlpFqaiwBXrIEadWqlGlH8REj0E49FU4/Hfn006FXrzafv6GhAYCKioqEsqhg5UR6PJ6C\nriEXi3g8TjQaJRAIpBQFm86UkmW/prwXO8mFAwdQX30V9bnnUJcutaqRuTAGDSL+3e8S/973MAcP\nTnmIVDEDelKhlLa4vUuZxqT4DE3TOOyww2hqaiKYQ2BqiZHxYnRLC9mdY2q7rOvq6hzrzufzdVg6\nidsqzdUibnGsL7+0jpXmi57LWNznK6o7Px7H98YbeJctQ1m6FGnXrha7GAMHEp0yhcgpp6BNnoz/\nqKM6vPpYZyWVtSVSstpBVRXaxRejXXwxhEKWOP/zn6ivvILU0IC8Ywe++fPxzZ+PdtppxL/3PbTz\nz09YQkkVM9DY2IjH40FV1RbXJZPbu9SFOl2EtW2IdGW6pSCDJSqhUMipQ1w0N2sG7PPH4/Gc62C3\nOJa9htrGdZfkALOiCXE8jvTGGyjPPov3uecoT1oLNmUZc+JEtLPPpulrXyMyfDiyohAMBgkUWYg7\nszs7W1pLyXJbbaWaktXR32mHYBDt/PMtwY1EUJcswfPEEyivvYZkmqgrVqCuWIFx003Er7yS+FVX\nYbpSqWzsz5xtDZdS7+l84h6PvX5camPMN91SkE3TpL6+3skjjsViJSHGtkUMVm3Udvf+bf7imu0U\nTNM0CYfDLYto5FOINc0S4cWLkZ9/HslVqAHArKrCmDoVY+pU4lOmEA4EDhUYCQQyFhhpK3Zcgf2z\n4BCZgsg6OiWrpG+W/H60Cy5Au+ACpB078CxciOdvf0Petg153z588+fj/e1vic+YQWzOHMwhQ7I+\ndKZUuVQ1o+3/K4UbqFSdnurr67t860XopoIsSYfa+cXjcWc9uaMm3GTXNOCU4GzPmMxevZC2bbNa\n9bWDhoYGJ+UrEAjkVYiljRuRn3gC5cknkXbvTvibWVWF/vWvUz91Kt6pU5H9/kN5zc11boueTiVo\nFZGSlTvmoEHErr+e2Jw5KMuX4/3DH1CXLUOKxfA+8QSeJ58k/t3vErv++oTlp1zz+bMJ7iulnHb3\n8btDL2TopoIMOGsvbSnEkS/SrRGHQqG8TEZmc9cRKU1x/dbG5XZNq6pKWVlZ/oS4oQF58WKUxx93\nejM75+7ZE+P88zEuvBDj9NPRFYVoXZ2VFtK8zt9RQlzIRhtdnfakZHWlYKVWkWX0KVMIT5mCvHEj\nnt//Hs/f/46kaXj/9jc8ixYRnzWL8Jw5TmR2e2ltOSIbt3fyTVQ+rkuqubgjeyEXk24ryDYdIcjp\nhNhu0Zhr/m/a8xx/PCxZgvTBB6BpVn/bDOOyy0q63fn5CnKTVq9Gefhh5GefTejKYyoKxrnnYnz/\n+xhnn221BqR5zbo5KjUej3fIOr/tsg6FQk40uTtgyRaVLikQBSZXqy1dsFJrKVmd9boYI0cSffBB\nYtddh/fee/E8+aRlMT/wAOqTT2LecgtcfnnBzp+N27tQcQOpXNallvJUKLqtILsjraE4gpxJiJP3\nbff5TjoJACkUQlqzxvk91bmShTgQCCBJkhP01mZiMeR//ANlwQLkd99N+JMxahTG5Zejf+c74Ape\nSa4XDlYfVJ/P176x5Iidq24Hs3m93halVTVNQ9O0Tp+zW0qks9qShSCTGBiGUdrryFlgDh5M9Pe/\nJ3bNNfh+8Qs8L76IvG8fPa+9lvgLLxD93e8wjzqqKGMptts7VVBXV6fbCrJNMQQ5FyF2j6m9GJMn\nY/p8SNEo8jPPoCcJsi3EduvI5EYZ9nvSpvemrg7lkUdQ/vCHhLVhMxjEmDED/fLLMb/ylYQCHclC\nbOeCt9qTuAAk36BIkkRlZaXjxrNpampyLIlMAtHl3a1FIFUqVTZiYC8BdeaULHP4cCILFxJfsQLf\ntddafbhffx31lFOI/P73aNOnd9jYMkXhJwf4uUl1I5tqvjl48GCHWcixWIzp06fzi1/8gurq6pT7\nfPzxx9x+++188sknDB8+nLlz5zJmzJicz9VtBbkYFnKuQuweW17WKysrMc47D+Uf/0B5+mn0X/8a\nfD6nMEo4HE4pxKleR9bs3o3y4IMojzyCVF9/6BhDhqDPno3+/e+3SMNKFkB38FixlxKS3xfAqYaU\nrhiDuzBIPt2tgsy0JgZ22qBtLZdiSlau6KedRv2KFXjmzaPsoYeQGhoIXH45sbffJjpvXt7WlvOB\n+9p4cqhGZhONRrnrrrv4+OOP2bt3L0ceeSRr165l9OjRRfOWRaNR5syZw6ZNm9LuEwqFmDlzJtOm\nTePuu+9m4cKF/OhHP2LZsmU5FzHplpW6gIQoz/379xMMBvHnqflCuspamYTYpqmpCU3T8nJHKL/8\nMp5vfhOA+AMPEL7sMkdwPB6PU/ErHVm/N3v2oPzmN5YQu8ovGl/9KvrPfoYxdWqL9oTZ3BiYpsmB\nAwfyen2SSb5e7vfFzlXv2bOnU/Pcxra8shlXKndrugpYHWFNl0RVqzwTjUbRdd2ZFFOlZCW7tW0R\nKeVCGpqmEYlEqPjwQ4JXXIG8c6f1/FlnEX7iCSgr6+AR5o5bpOPxOIZhsG/fvpStCxVFYeTIkdx5\n551ccMEFBRvTp59+ypw5czBNk40bN/LEE0+ktJAXL17MggULePXVV534n7PPPptZs2YxPdFzkfFD\n1Ln8NnnE/QWz76Dbiy0w9fX1NDY2IkkSFRUV9OjRI2sxtseWL8vQmDoV4/jjAZD/539o2rcPRVHo\n0aOHk+PcrrHs349y6614R49G/f3vHTHWzz+f2IoVxJcuxTj33AQxti3iuro6mpqarL7NlZWUl5e3\nsHQKPRHapTnd1yub9yVX7DQgr9eL3+8nGAxSVlbmVIazz2dPtqFQiKamJieYLB6POw1QBNmR/F65\n07FsL0xZWVmL62AYBrFYrMV1iEajJXEdnEI9EycSevNNtObezuqyZQSnTYPmcq+dCftGyOPxODdE\nRx11FPPnz+fkk09OuOnVdZ2PP/6Y+++/v6Bjev/995k0aRKLFi1qdb+amhrGjx+f4HUdN24ca9eu\nzfmc3dZl7aa9AthW13ShxtNiXD/7GT1/8AOUnTvp9fDDmDl0IEk7llgMZcEClLvuQnKt8eoXXYR+\nyy2Yo0enH4/LEi0vL2//TUEb0DSNcDhMPB5P6B+da25ne8g2FSiduzU53aSUrLjORLbXQdf1hKWH\njvZqgFVrILx4Mf7Zs/E88wzK++8TuOQSws88A0UOgswX7u/6rFmzmDVrFtOmTeOSSy7hiCOO4MMP\nP+Tzzz/nkksuKeg4ZsyYkdV+tbW1DB8+POG5Xr16termTocQZNo+4dsWcXKJy7YKcXvH4x5Xwg3C\nueeif+1rKMuX47nvPuIXXYR53HFtPTjyCy+g3HQT8ubNztP617+OftttaY8bj8cJhUJ5fZ/agq7r\nTnERWZYpKyvLWOWrmNZQLpGsyRHw+SisIUTdohgpWW2lRVqQ10vk0UfB68Xz5JOoy5fjmzOH6IMP\n5u2cxSRVGmF9fT3Dhg1jypQpTJ06tYNGlppwONyiwYydMpor3VaQ3Rc8VwEslBAnjy3X/NbWLHXt\noYeQx49HCodRL72U+L//DVlUvkl4b7ZvR73mGpQlS5y/GyedhDZ/PubEiSn/3x6P3We3TTW582Ah\nG0Zii8hsi4tk+nuxxLo9hTVKfU20kOT7deYrJSvvQWSyTOT3v0fauxf1lVfwPvEE+hlnoDXHj3Q2\nUglyqaY9+Xy+FuJrl2POlW4ryG6yjWpOFmKPx0MwGMy7pZerIGflMh86FO3uu/Fccw3yxo2oV12F\ntnBhi0CrVGMx43GU3/0OZe5cp6CHOXAg2p13YnzrWymPkQ+XcD5wN8SQpCL2ai4C2VpxqcpUJot0\nV1ybLuZrSpeSlVzxKh/5uWnnBVUl/MgjlE2aZHWRuu46tLPOgvLyvL3OYpDq9ZVyYZC+ffuyd+/e\nhOf27t3L4YcfnvOxRFAXmS2w5CAkWZadoKhCul0zTSi2ENtBSYATlJRqXMbMmejN6y7Kv/6Fcuut\nTgOKdMhbttDjvPNQb7wRKRTCVBS0OXOIrVuHMWNGCzHWdZ2Ghgbq6+vRdZ2ysjJ69OjRruYPbbGQ\nTdNqiFFXV0ckEsHv91NZWekUPGkrnUG43AEyPp/PCSCzI9XdPWbtdDP7Dj8SiRCLxZyCKJ3h9ZYq\n9s2SfR2Sg8i8Xq8TUOoOIguFQo43J+cgsqoqIg88AIBcW4t3wYICvsLCkCzIpmmWtIV8/PHH88EH\nHyTUbVizZg3HNwfT5oKwkEk/4Sen5WQbhJSP8djnT0eyKzgrC1SS0B58EGnDBuTVq1Hvuw8qKtBv\nvrnlvqaJ/Ne/cticOY5VbEyYgPaHP1glOZNoy9psIWgtp7ktFCKgrCPIZE3H43FHhDNZ050hX9em\nFMeZzfJDum5MiqI43jy7Fn/ya9TPOAPtq19F/X//D8+f/kRszpyMnrBSw/2a7JvEUmouUVtbS0VF\nBX6/n6lTp3Lvvfdy5513MmPGDJ566inC4TDnnHNOzsftXFcpz7jD1N0f/FRpOdmmCeVzXKmIx+PU\n19c7HZjKy8tzs0ADAeL//CfGyJEAqHPnosyfn2gpNzWhfv/7eGbPtqxiVUW74w7iK1a0EGPDMGhq\naqKuro54cwemysrKvDd/yMZbYF+zUCiEx+OhsrIyv00xkijFyT5XksUh2Zq2PS1ua9qdjuW2pkuN\nznQj5U7JsvPx06Vk2Z6LtClZQPzKKwGQd+1CSSpZW8rYNyZu6uvrC7I02B4mT57MSy+9BEB5eTl/\n/OMfWb16NdOnT6empoZHHnkk56IgICxk4JAg25ZCsS3iVOOBxAklr2uyffoQf+klvGecgbRtG+pt\nt8GXX6LPnw9bt+L59reR168HQB82jPoFCwh+9asJhyjm2mym9bS2pFIJ0uO2ptO1UExVCrGzVr8q\nZVJZ0+6a82lTsiZPxq8oSLoOK1diVFd3qmA+9zjr6+s7fP1448aNrf5+3HHH8b//+7/tPk+3nrVs\nIbYvfn19fYcKsXtccKi5gS3EeXUFDxxIbOlSPNOmWUFeDz6I8vTTcPAgUvN6on7xxdT95jdormhB\ntxAD+P1+/H5/wWsDp7J23G77QqVSZVo+6ExWWHvJVArRLdKtBS4pitJphKFUkaTU3ZicYD6PB/3I\nI1G3boWNGwk1LzuV+rVokdJFx9axLjbdWpBtN6f7w1oK1pX9YbStvoKtyR55JPHXX8czfTryu+8i\nffml8yft7rvRr7kGKRzGjMWc2sB244diCTG0tJBLJYK7K9HWG4tM1nRyhLH7/1IJQyHSlLoiqV5X\nsjUtNa+5qrqO3+/vuJSsNlBqFnKx6NaC3NDQQCwWQ1VVNE0jGAx2uBjruu7cIBiGUfjgqF690L/9\n7RatEc2jj4ZmD4Jpmhw8eDAvQVJtxU4f6cjAsa46uReC1gKXsk0Dam9Rja7qvcg2HdJp7pJiXitU\nSlZ7SXXNhIXcTbADVyRJoq6urkO/wMliA1bCeaG7mshPPok6Z06L5z0XXkj08suJ33orZjCYsSNU\nodF1nbq6upyKeuQTu7CIYRhdOne3BaYJhnFok2VQ1YS2mdnSWqS3WxhEG8vMZHztdXXIW7cCOAGc\nyf/fWtR9Os8GFDbqPpXLupRTnvJNtxZkj8fjfPCgY+6o3ULsFpti9ACW//lP1KuuQjJNzL59iS9d\nCrt2oV5+OfKePfj++ld6LV/Owd/+lvIOKFdnr1fbwSodWdTDvhmQJKnFBBUOh4svFoZhrffv24dU\nX4/U0GBZRA0NSHV11u8NDVBfbz0fiSCFwxCNIkUi1mPz70QilEcioOsJ4iu1EjltyrLV6k9VQVUx\nFcX5Gb8fMxiEYBCzeSMQwCwrO/RYWYnZs6ezKa6fqazEbC7WI9pYtiSbeUptjgAG0L/ylayP3d6U\nrHxZ0+7/K+WiIPmmWwuyO+0JiivIuq4TiUTSlnIsdP6rtHo16mWXIRkG5mGHEXvhBWJDhhDu1w/j\n1VepuvlmfC+8gLptG70vuADtyivRf/UrOOywgo3JJnm9WlEUTNMkEAgU/NzuMbjjC2xvhd1+0f67\n/Xsqsci5rrSmIe3Zg7RrF/IXXyB98QXS3r3Wtm+ftbl/TurPXEwkw7DEvLm7Vz5l0JQk6NkT4/DD\nMfv2xTz8cGvr2xe9Tx/03r3R+/RB698fvbIyrTXtLtTQ1YS61ddjmngffRQAY+hQjAkT2n2utlaE\nS75hyvQ9SDXniTXkbkYxBTm5pnJrVl/BxrNnD55vfQspGsUMBAgtXkzTkUeiNzZa0cpDhsAzzxD/\n+99Rr70Wqa4O9U9/QnnuObS778b4zncKUmggXVEPO5K6GCQXg7HjC+ybAV3XEyYowzCcv6Wy6Jxr\naJoodXV4Pv8c9bPPUD7/HLVZdOVduyzx3bOnVas0p9dRXo5ZUYHZoweUl1tWqc+HGQhYj36/1Q3I\n78f0+9FVFU2S8AUClvUry5ZbWpZBUQ79bpoQj4OuI2kauDddR4rHIRy2rO9QyCoqk/zY1GRZ8WmK\n70umCQcOoBw4AEnpJS1eZ1kZxhFHYAwahN68aQMGoA0ciDx4MPHevZ0MhVyEoZTJNC+oixejvP8+\nALEf/rBNywvZkI01nesSRDqX9ZFHHlmQ15COaDTK3LlzWbp0KX6/nyuuuIIrrrgi5b6zZ8/m9ddf\nT3ju4Ycf5vTTT8/5vN1akHMpn9lechHi5LHlFdPE84MfIDU3NW+47z6aRo1ClaQWaUPGJZfQ9NWv\notxwA4H//V+k2lo8V16JsWAB2t13Y06enKchJYpg8np1MaplpcpnrqiowDAMpwhLpmsiSxLKF18g\nb9yIvHUr8rZtSFu3Im3fjrxtG3Ib+tSalZWYvXpZW+/eGL17Oz+bvXphHnYYVFVh9uhhCXBFBVRU\nWCKaA7FYzFo2KVbdY9O0hPvgQWfj4EGkAwes3/ftQ6qtRd6zx7pRqa21Hl1eCACpqQllwwaUDRtI\nlfBm9OiBMWwY2rBhaEOHEh8yhPiwYehDh0Jz0ZjO2MYy7byxaxe+m24CwBgyhPgPf1jMYWVtTadb\ngrC/55qmsWTJEnbu3Mknn3zCsGHDivo65s+fz/r163n88cfZtWsXN954IwMGDEjZaWrz5s3cc889\nnHzyyc5zbbXopRwmui4XwWIXAgErks/j8VBWVpb3c7iF2E4XyvSlb2ievCsqKvI6Hvmxx/D85CcA\nNM6cSehXvyIQCKRNG4rFYjQ2NlK1ejXen/8c+dNPnb/p55+P/utfY44Y0aaxpBLBQCDQIiI0FAoR\ni8UKFtihaRqhUMjJZ7bfD8CpFV5ZWYkkScTjcSRNQ96yBX39eqQNG/Bv3Yr8ySfImzYhNTVldU7T\n48Ho3x+jXz/0fv3Q+/e3Hps3c8AAGDAAJRgsikVnC3J5KTciaLac5S+/RNq9G2nHDuTPPkPesQPp\n88+RP/sMaefOtJZ3MvrgwcSPOYb46NHEjzkG7Zhj0I84AllV293GslCYpklTUxM+n69lzn0kQvDr\nX0dZtQqA0LPPop91VgeMMnvSWdKbNm3itNNOS9h30KBBHHfccYwbN45rrrmG3r17F2RMoVCIiRMn\n8uijj1JdXQ3AQw89xDvvvMPf/va3hH1jsRgnnHACL774IkOGDMl06IwfIiHIzYJcX1/v5CHn69ju\nSlZ+vx+fz5d1ulBjYyOGYeS1fqv+2Wf4x41DbmxEGzGC8Ftv4Skvz1iq0xYkRddRHnkE5a67kPbv\nB6zgHuPb30a/+eachDm5qIdbBJMJh8NEIhGqqqpye8EZcAfUKYqS8sYkvns30XffpWLzZuQPP0Sq\nqUH+5BPLXZsB4/DDMQcPxhg8GOOoozCGDHF+N/v3b2HFpoo2dpekzHfgjJtOIcjZYBiWJf3ZZ8Q/\n/hjftm2oW7cib9qEvHmzFdDW2r+Xl6OPHk1s7Fhi48YRHzcO/aijkNLEBBRbqG1B9vv9iTeukQiB\n734X9dVXAYhefz2xX/yiqGPLB3YnPV3XmTFjBm+++WbK/S6//HL+8pe/FGQMa9as4Xvf+x5r1651\nGrG8++67XHXVVaxduzZhDt+wYQMXXnghNTU12aTMZvywCJe16+d8uEXzVckqn25aW3j8d9yB3NiI\nKcvojz2GNwvrO2F93etF/8lP0C+5BGX+fJQ//AEpFkNZuBB50SJLmG+6CTNFmoVNKRT1SPZaOPnM\nu3cjr1qFtHYt0rp1yGvX4tu5k9YkyvR6MYYPxxg5EuPoo63HkSMxhg2DHL0tGasvpQicKcWiDh2K\nLGM2ex7Cxx6L4bYkDcOyqj/91FpW+OgjlA8/RP7Pfxyhlhsbkd97D89771H25z9b/9arF9q4ccTG\njSN64olETzzRWhqg+I03Us4J9fUELrsM9bXXAIh/4xvE/vu/CzaGQmKaplNj4KWXXqKhoYFTTz2V\n6dOn09TUxLp166itreX8888v2Bhqa2upqqpyxBigd+/eRKNRDh48yGGuwNYtW7ZQXl7ODTfcwKpV\nq+jXrx9XX311C+s+W7q1ILuRpOx6IqfDFuJoNJqXSlb5EGR3JLe6bRvBhQutsX73u3DSSVmPA5Im\ngqoq9Hnz0H/8Y9Tf/Ab5L39xhFlZuBD9vPPQr7kG89RTnYCS9hT1yNfNid2SMRKJIMVilH/yCf61\na5FXrbIqlX3+efr/lWXMESPQx4zBGDMGfdQookOGEB0wgLICRoBmCpzJplxld0oJahVZxjzySPQj\nj0SfMuXQ881LEPKHHyKvX2+J9Jo1yM09buV9+/AuW4Z32TLKAVNR0E84gdippxI95RSi48dbwXLO\naYpXUEPaupXAt7+NsmEDAPGvf53In/+ccwxBKeF+nyoqKojH41x22WWMGTOmKOcPh8MJYgw4v8eS\nlkO2bNlCJBJh8uTJzJw5k2XLljF79mwWLVrE2LFjcz53txbkfFjIhSop2R4RShVAVv7440i6junx\noN1yS7vG5nDEEWi/+x1cd12iML/4IsqLL2KMH4929dU0nn020eagqI4o6mGaJtE9ezDeeAPPO+9Q\nsWYNyrp1adcazWAQc+xYzOOOQxszhoZhwwicdBJKRYWTLw5gxGKYWa5X5pP2lqvsjEFMBUVVMUaM\nwBgxAi680HrONJG2bUN5/32U995Dee895HXrkOJxJF1HXb0adfVqgr/9LabXi/6VrxA/9VRip59O\n/IQT0AtUUMMdhaw+8wz+5iwIgNillxK9/34rP7yTkip4stiFQXw+XwvhtX/3u+r6A/z4xz/m0ksv\ndYK4Ro0axUcffcTTTz8tBLk95CqAyUKc75KSbRHktB2YolGURYusfaZPh8zBBwnjgAypFrYw33QT\nyoIFKI8+inTgAPLq1Xgvv5zK3r2JX3op0o9+BG1YB3aPIesJrK4O6c03Md94A2XFCnqsX2+l06TA\nGD0a86STMKqrMaurMUeNciwMTdOI19cTaEMrtWKTzppOXpNOnmzsPG/AqZ3eVUS6za9DkjCHDEEb\nMgTt4out5yIR5Joa1LfeQlmxAmXlSqRwGCkWQ33rLdS33iJw990Yhx+Ods45aFOnEj/tNIzmOtKp\nCmqksqYzzSHyvn0E587Fu3gxYHlvor/6FfGf/KRgKU7FIvk7bhhG0fOQ+/bty4EDB5z4FrDc2H6/\nv0VMjyzLLcY2dOhQPnUFv+ZCtxdkW/iyFcBCC7F7XPb5Mk0qmax0+cUXrbQSQL/88jaPIyP9+6PN\nnUvj1VcjP/44wUcfRd2+HWXvXpT778f87W8xpk7F+MEPMKZOhSS3ULuIx5FWrkR+5RXk5cuR1qxJ\nmdNrVlZiTJx4SIAnTIBW7r47omhMPsm28pK9XBMOh4HS7wqUiYJcL78fo7qaWHU1XHstRKOWBb1i\nBcq//42yahVSPI785Zd4H38c7+OPWzneX/sa8W98A23aNOjRo+1tLA0Dz1/+Qo877kBu/j4bRx1F\n5JFH0F0pN50d9+esoaEBSZKKGmw4evRoVFVl7dq1TGguqrJ69WrGjh3bYp6/6aabkCSJefPmOc9t\n2DsisOYAACAASURBVLCBEW3MPOn2gmxjC3I6AUxVtMLv9xestnM2gpztzYHcnLRu9u2L2cZgg0wk\nvD+Kgm/2bOI/+xnma68h//GPyC+/jGSaKC+/jPLyy5i9e6PPmIFx6aWYxx/f6rHTvhd79iAvXYq8\nZAnyq686rruEcZWXY0yejHnaaRinnWadqxOvr+WDVLmidpR1IBDISihETWnA50OfNAl90iTr9/p6\n1NdfR335ZZRXXkHevx8pEkFdsgR1yRLMn/8c7dxziX/rW+hnnoni9WbXxtI08S1fTsW8eXia+5QD\nxL73PaLz5kEXqmKVfCNlW8fF/IwFAgEuuOACfvnLX3LXXXfx5Zdf8uc//9kR3draWioqKvD7/UyZ\nMoVrr72W6upqTjzxRJ5//nlWr17NHXfc0aZzd+u0J7DSbwzDIBqN0tTURFVVVcLFTxbiYjVZsPN/\ne/bsmTLJPpebA8/YscibNqFffDFaUh5dNuzfv99pxJGMnUscCoVSFvVw2L4d5U9/QnniCaTduxP+\nZIwdi3HxxegXXggpCgA470VlJcr69cjPPWdZws3ViBLG4/dbFszpp1vb+PFWfeU2Yje1qKioQFXV\nhEIG8XicaDTa+VOFSJ/2lKorkGEYLdyupZa3axgGoVCoZXpQsdA0lFWrUF9+GfX555G3bEn4s1lV\nRXz6dOKXXYZxwgmpj2GayG++ie+uu1Dfest5Oj5qFHXz5hGvrm5hTReqjWUxSJVjvX79er7zne+w\nbdu2oo4lHA7zy1/+kqVLl1JeXs6VV17J5c3exZEjRzJv3jymT58OwDPPPMNjjz3Grl27OProo7n5\n5pv5Sur64SIPORO2INuTfmVlpbOmFo1GiUQirQtNAcfl5P82nzNTRauUhMP4mtdttXvvRf8//yfn\nsRw4cAC/359QSzrboh4t0DTk115D/tvfkJ9/Hqm5FrKNMW4cxkUXWeJ81FFgmuirV2MsWkTwpZeQ\nN29ucUj9iCOITJlC7Mwzkc84A1/STVV7sAXZTs/qyoIcj8ezLoyTvC6t63q710bziS3IHdmhzME0\nkdeswfP006iLFyPX1ib8WT/pJGIzZ6JdcIG1jGMYqC++iPf++50SmGDltYfnzKF+xgwCPXq0uAad\nPco+1U3U22+/zQ033EBNTU0Hjy4viDzkTNgfUnuysF1FOYleAcdlWyhuIfZ4PJSXl2d152+XyAQw\njzoqL2NLrmyVXHKzVVQV4+yzMc4+26q6tHgxylNPIb39NlLzxCWvWYPaSh6lqaoYp5xC7IwzaDzt\nNPQRI/AHAgQK0Akq+XiplhC6YvOCTKQS2FxzpgtpzZXUmr8kYYwfT3T8eKJ33omyfDmeRYtQn3sO\nKRxGWbWKwKpVmLNnW4Isy1anrmbMnj2JXXMNsVmziHk80FzIJnlO6iptLN3j6U69kEEIcgsaGxsx\nTTMn0SsE9ocyHo/T1NTkWKE5j+mLL5wfzf792zwW0zTzX9SjqgrjqqswrroKdu5EWbAA9Te/afVf\n9AsuoGnePEI9ezru+vICBNUJcqe9OdNdofFDRlQV/cwz0c88E+bPx/O3v+G/9VYAq053Uq3uyF13\nEb/8crC9MK2k2WVTWKaU21h2905PIAQ5YT0WcIpWdJQQ29h3tuFwOHcr1I1bqNph5cdiMSKRSM5F\nPbI4MPJLLyE/8QTyK69k3F355z+pWLIE/2mnwZlnwhlnYI4e3f5xZMD2UtiFTdyF8AXpaS1nOpM1\nVwqlKguFtGkTnqeewtOcjpgOeetWpHAYs1mQc/XGpLpJgpZLDqVgTafq9FRXV1fUHOSOptsLcigU\nIhQKoaoqhmF0XBBIM+4az2AlqQeDwbZ/EdwinrRemwm7wIidEpPPoh7Sxo3Ijz2GsnAhUnNFJOe8\np5yCfumlGBdcALKM/uKLSC+8gO/115EPHkSKRPC+8go0C7jZrx/GaadhnH46xumnW2vPecJ+rfb7\nkCo9LhqNdrh10dloS5lQyL24RslcC9NE3rAB9V//Qn3uORRXtDRY2QDxiy9GP+UU1KVLUZ99Fskw\n8D76KJ6nniL2s58R+8lP8tb2NJslh9as6UJ6M5IFuTtZyN0+qMu2ejweT6vRxIUm2R3s9/tpampq\n/3g2b8Z37LEAxP/+d6swSAaSC4zYd9nt7jyl68hLlqA89BByc91dG3PgQPTvfhfj+9/HPPpoIPE9\nAQh4PAQ/+MCyqJctQ/7oo5SnMYcOtcR50iSMiROtQihtmDR0XScUCjn9dIPBoCPGdmMSTdOQZTlj\nE4hSd6nnGtRVLNLlTGcKYLLLxgabu2V1CJEIyltvob72Gsorr6Bs2pTwZ1NR0KdMIT5jBtp554Gr\n+Iy0aRO+efPwNBf/ADAGD6bhnnuInHoqwSIVqknX3zj5856PCnB2kGRZWZnzv7feeisVFRX8+te/\nzuvr6iBElHUm3B2fUkUTF5rkGs+BQMBxB+dlPLqO97DDkKJRtNtuQ28tWCpNgZGm5paCbRbkpiaU\nv/wF5cEHkVzpC6bHg3H++eiXXYZ5xhmOSz35PfH7/YRCIcrLyxNrzO7Zg7x8OfIbbyC/8QbS9u2p\nX1ffvlYxkIkTrccTT4RWbnLcpUdtsbW9A25rQdM0IpGII2LJ1l2qSatUA2pKVZDTkapMaPL7bceC\nFO39Nk2kTz9FffVV1FdfRXnzTaTmpTBnF1lGnzwZ7fzz0b7xDcy+fVs9pLxmDb5bb0V1dT0KX3QR\n2n33tVrQptCkEmld1xP2yTUdLlXq3dVXX82YMWO47rrrCvZaioiIss6FfDUxyIZk0UnlDs7LeBQF\nc9QopJoapPfeS7lLqrzmvFQf27vXKqW5YIHTrhGs4DL9hz9Ev/JK6NfPeT7ZMrffE9M0CYVCLY/f\nty/Gt7+N8e1vW79v2WKJ8/LlyCtWIH35JQDSnj0o//oX/Otf1vm9XswTT7QqdY0bh3nCCZhHH40p\ny0QiEcLhsFN61OfzcbC5KlJrBVrsySebgKZkF2Ap5PB2tvXwTGVCNU1D13Xi8Xjh3m/DQN6wAeWd\nd5xNTtGgxCwrQ//qV9HOPRftvPMwc+jja4wbR/jFF1GfeQbfzTcj19YSWLwYY9UqIo89hj5xYtvG\n3k6yqQCXKoCvtdiAUqhjHY1GmTt3LkuXLsXv93PFFVdwxRVXpNz3448/5vbbb+eTTz5h+PDhzJ07\nt90NMIQgu5Ck9nV8yobkxg+Z1mXz0hLyjDOQa2qQ33gDQiHHNZZtUY+c35cvv0S5916rprVLSI0J\nE9Cvvhrjm99MKJuZbJk7NbhTpBe1ytChGEOHYlx5pdXMfssW5JUrrU5OK1cirV+PZBhIsRjSu+8i\nv/vuoWMHg8SPOQbPscfiGTcOZcIEpDFj2rVmly6gKdU6XWfPIS0F3CIhSRK6rjuu3eR16dZyptOW\nCW1qQlm3DmXlSkuAV650StImo48Zg9YcTa1XV4PP154Xhvatb6GdeSbqjTcSWLQI+bPPCEydSvTO\nO4n/+MclUcM6VQU4yD42wF2EZtmyZRw8eJCdO3cW1Wszf/581q9fz+OPP86uXbu48cYbGTBgAFOn\nTk3YLxQKMXPmTKZNm8bdd9/NwoUL+dGPfsSyZcvatZzQ7V3WdvQsWHVToR2u2VZItv5sd3BrE21d\nXR2qqrb7Ayn9+994zzoLsNaR9W9+08klzqaoR1NTE5qmZQ6u2L8f5f77UR56CKnZzQ1gnHUW2pw5\nVtnOpCposViMUCjUqmVumiYHDhygrKwMX3smtvp6pPfeOyTS772HdOBA2t1NjwfzmGOIDB+OfMwx\nKGPHEh02DHPIEFBVx2Wdj3XKVOukhVinS0c0GkXTtE7jss5EqvVIN5neb7mhAe9HH+FZvx7Phx+i\nrluH/Mkn6RuUDBmCfvLJaJMno59xRptTDDMRDofx//OfVFx/PVJ9PQCxK68kes897apIV2xSxQbY\nLu/Vq1czbdo0Z19VVTn22GM5/vjjqa6u5sorr2zfPJCGUCjExIkTefTRR6murgbgoYce4p133uFv\nSRUOFy9ezIIFC3j11Vcd6/7ss89m1qxZTgWvFAiXdS4UwkJ2CzGQU3vGfLnQzZNPxhw0yGrO/oc/\ncPDMM9tW1CMdkQjKgw+izJ/vTBJg5QzrN92EmVQaMOtym8mvo73vRY8emGecgX7GGUQ1jVBTE+a2\nbfg+/pjAhg0o69Yh19Qg7doFWHmhUk0NwZoaePZZADxYLm9j+HD0o49GHTYMZcwYzBEjMIYMgTbe\nzLmtO3d942Rr2t2pqSuVTSw2zvsdi+HbtAl548ZD24cfoiSVunRjyjL62LHoJ5+MfvLJGCefjOla\neikkpmkS/eY3kU86icC3voWyaRPeP/0J6cABIo891mlEOZU1bS+ZjRgxgpEjR7Jx40bAitWoqamh\npqaGJ554gr1793LbbbflfUwbNmxA0zROPPFE57nx48fz8MMPYxhGwlhramoYP368812TJIlx48ax\ndu3a1gQ5I53j6hWQvK/ZNpOpA1O2Y8vLeFSV+MyZeG+7DeWtt1DWrMF/yilZF/VIOw7TRH72WdRb\nbkkIqNLPPRf9tttaCDEkpnWpqppVoZN8CkyLtfvRo/H8f/bOO0yKKm37vwodJjDkHCUJElRAQSQI\niOKKqMiLWUTXd10QV8WEK6Y1K+4Liq4BVMSVVcQE6ocgBhAEcRhEkmQGiQvDMNPTocL3R3UV1TXd\nM9093TMDzn1dfXWqrjpdXX3u86T76d4dXRCwnGj79yPk5SGuWYOwdi3aunXIW7cawg1g9Hxevx5p\n/Xqc/aq0Bg3Q27RBa9MG7ZRT0E45Bf2UU9DatDGspgR//xqhjRQgFELYswdx507EHTsQN282iHfz\nZoSdO2NavQC6IKB17IjSvTtKt26EunYl0K0bms2TIAgCUrhGvzKy6gVBQG/XDt+iRWRcfz3yd9/h\nmjcPRNEg5Wqe0V8WRFGkadOmrFy5kj179tC3b1/Gjh3Lnj17yMvL49ixY5yTps5WBw8epG7duhGJ\now0aNCAQCFBQUEC9evUitm3fvn3E5+vXr89vjkz6RPGHJ2RIvAVjWUhlglQqLHaTgEJXXEGjp59G\n9Pmo849/EFq0KO64U7TzImzYgHzbbYg20Xutb1+Up55CD7t7nOMwS4jMEipZlhMiior8NrESxqIe\nv3Fj9AsuQL3gAiCcfS/LZO7bh/rLL4gbNyJu2oSwcSPSpk0IYe8HgHjokJHMFq3xhceD3rw5WrNm\n6M2aWfd6s2ZoTZuiN2+O3qhRmVZOskIbccdJT0QUFSHs24e4fz/Crl2Iu3bh3r6drB07cOXnI+zZ\ng+DIAI4GPSsLrWNHtNNOQz3jDNQzzkDr0uW4ShYgAZlUnUxoxH+gbl1K3n+fjCuvRP72W1xz56J1\n6EBw0qQKHaOqYE/qEgSBFi1aEAgEuP/++2nUqFHaj19SUhJZxQHWc2cP8VjbOrdLFDWEbENFCDkd\nzSgqMh5n8lhG8+ao992H+PDDiMuWIX74IdqoUXHvzxqH34/09NNIU6ZYFqPepg3Kk08ayVqOCcdZ\nQpSsyleyE5lzgWSWkSW8P1lG79ABpXVrGD4cCC92iovJOnQIeccOxO3bEXfsQAjfi9u3R2gSC4EA\nwrZtpTr/RIxXFI02mY0aodevj96ggXGzP27QwLDE69UzSl/Ck31ZQhtltVOUJMmq7a0WutyKYrTS\nPHwY4ciR47eDBxH37kXYtw9h/37j8f79Eec4Hmj166Odemqpm968eUKL1KryXkRsn5lJyX/+Q+bF\nFyOtXo3nqadQe/RAvfDChPZZHeC89kz9/soSBvF4PKUI1Xzu1IKItW1FNSxqCNkGkwATmZSS6sCU\n4HgSga7rlJSUWJagPWNZ+9vf0GfORNi5E/mOOwj26xdRdlTWOACEFSuQ//xnxC1bjGN5vaj33496\nxx2l6noTskgT+G6JbGv/XSrqqYh5bFFEa90atW1bStlguo5w+LBB0CZZ//474p49CHv3Gm5Uh0qZ\noGkIe/dGaJCXBz0rCz0nB71WLSNOXquW8TwnB8KPycw0LPTwTXO7rZvqciF6PAgeDwFZRpRlRElC\nkCREWUYQRQRJMshKFI2bqoKiGORpajCHQqCqEc8Fv9+wYH0+8PkQzMfFxUbiX3Gx8VpBwXHijdLX\nOhHoXi9qq1YoLVsimuGC1q3RwjfC3c9SjcqQCY16HWZmUjJ7NpkDBiAePIj3jjsoXrUqwrI/UWD/\nzoWFhXi93rQkcEVD48aNOXLkiBVOA8M17fV6ycnJKbXtIcd/99ChQxW25GsImUiXdbyI1n4w1c0o\nEiHkuGLWXi+hl17CfcklCIcO4brlFkKffFJuzElQFLKffRbXtGkIYRe6NmQIoWnTSvUvjjaOpCxS\n5xgS+LyZMGb+LrVq1aqaFnyCYFi29euj9eoVfZtAAGHvXsPaCxO1+PvvCAcPIhw6ZBD6oUPGzeYa\njziMSW4JkPiJCF2SDM9BkyaG2EvTpoY3oUkTtPBreosW6I0aEQzXH1eHrPFUyoSa+3NCb96cwLRp\nZFx9NeKePbinTCH48MPp+1JpgHOuKygoKEWE6UTnzp2RZZk1a9bQK/x/Xb16Nd26dSu1kD/99NN5\n/fXXI0KdP//8M7feemuFxlBDyDaYF3pZ5OwkYlmWycnJSYv+dTyEnKglqA8divK3vyFPnYr41VdI\njz2G+sgjsQ+wfTtZ11yDlJtrfD4nB+WFF9CuvTZqCVMqLNJkES1OXeEM8nTD40Fv0wa1TZuyt9N1\nw5r873+PE/ShQwiFhQjHjhlu28JC6zm214XCQigpKdV7urKhSxJkZ6NnZkJWlmHZm4/r1i19q1fP\neox5H+fCqroLncQjrBGtZhqMBaeu66Vq1JWLL0a54ALkhQtxz5hBcOLEE8ZKjtZYorJFQTIyMrjs\nsst45JFHePLJJzlw4AAzZ87kqaeeAgxruVatWni9XoYNG8aUKVN44oknuOqqq5gzZw4lJSVcdNFF\nFRpDDSFjc8mG750p7iacGcKVNeFHWyAkWzoEoD72GOLSpYirVyM//bSRBTxmTKnthK++wnXDDVat\nrtq/P8obb0Q0b4jmKUiHRVrW4iRVceqyYJ8wok0eaYcgGGSWnZ18X2tNM9r3+f0GOdvuQ8eOoRUX\n45Vlg/w1LfJe1xE0DV3T0BUFTRDQZNm4lyRwudBlGVwuRLcbwe027rOyICsLITvbEIOp6vh0NUZ5\nwhqqqhIMBiO0E8zPmXFp/vY3ai1ciFBQgGvePEI33FDZXyMpxOr0VJkWMsCkSZN45JFHGDNmDNnZ\n2UyYMIELwsmd/fr146mnnmLkyJFkZ2fz6quv8vDDD/P+++9z6qmn8tprr1VYY/wPLwwCWDJ7qqpy\n9OjRUkTrbPyQkZFRsT7AcSIQCFBcXEzdunUjrPdERD1iYu9e3P37I+Tno8syypw5aOFkJXQd6dln\nkR55BEHX0UWRY/fei/zAA0i2zEJzHOYCJTMzM22dsqKJpJjucVPqMh6xlYoe27ROwFgI+Hy+lOUM\nVCUqIgxiV1iyu2GdyUyVKRF6sgmdwPHrzev1Wol4pbSkdZ2G/fsjb9uGf8QIimbMqHJZ1ngQ7b/0\n8ccf8/bbb7No0aIqHl3KUCMMkgjspAeRRCyKItnZ2ZVCxNHGIwhCKQKskIXetCmhjz/GNXgwQmEh\n8tVXo8yejXbxxcgTJiC9+aZx7Pr18b/1FsU9e5ITXrk7XcOVcV7slmm0zOlEa7xTieruHk03Yll2\nVS0RWl3JJxUoy+WtDhiAvG0brpUrk5cJrWRE+w9Vtsu6OqCGkCntslZVlaKiIks8Ih0u0ETGpSgK\ngUAg5QSod+1K6NNPcY0YgVBYiMts0hCG1q0boblz0Zo3h8JCNE2juLg4ra7hMsdri1OrqprSjPZ4\nYLrmT4R2itUB0c6TsywonozjZM71ybhIKi9UYi6MzPal4sGDZGVkGOImcZS/VWUnslgu6z9SL2So\nIeQImCIcpgs0FaU6FYF5kRYVFaUvNtqnD6EFC3Cdf35E0o82cCCh99+H2rWN8pbwOJylVJUJs1NS\nOhPpYiEYDFoLEWc2bDAYRFXVE0e+UlGOJ3mVlBi15T4fhEKIHo8RN3bcBF1HFwRDtMTlMuqyXS4j\nycr+mtcLWVkxM/djWXZVIbJx0iIs3yqoqpEIGM7pcMqyOsMM1aETmZOQayzkPyDslh9guYOr6g9v\nT1ICowg9MzMzbePRu3UzBCb27z/+WqNG6C4XgXCMFsDlcpGVlVXpmdNmIh1QqWED83cwRe/NPq3m\nZKYoipVcE801mPLJTNeN7OlwhrV46BCE63atbGoz0/ro0ePPfT4jgcvvN+7jUK2qKHSv93gGdWam\nUQcdTvDS69Q5nkntfFyvnlEqVqcOOpQrslEdWldWFuJNJjRbnepud8ws63jDDGYLS/vnUuHBcCKa\nR+Po0aM0a9aswvs+kVBDyGBNrBkZGfj9/oQlHVMFp6iH1+vF7/enl4A0DfmmmxBsZAwgffAB2q+/\nEnj1VVydOxMMBvF4PJVGxk5hEdOicsrVpQPOZDFz4ne73dbkJAgCLpeLYDCI2+1GluWoFkdcKk2q\naihO7dlj1CDv2XNckergQaPUyaxLrqA0X2VBMBcAtj7YiUB3uy3FMqvGuHFj1MaN0Ro3RmneHKVF\nC5SMjKjn2PR2VQvlsUqGuG4dAHqLFglntZcVZkinByNW2VOXLl0SGv+JjhpCxpjk69SpgyAIVllB\nZSKWqIcgCNZr6YL0+ONI8+YBoA4fju+ll3DfeiueL7/EtX49DS+6iNBLL/HfCy6olPPiPBeme7y4\nuDjtvapj1VIXFRVZ25RVfhVTACIYRN+505DNDKt2Sfn5SHv3Iu3da2gwV9BqjVDnsqt11a5tWKVe\nL3i91r39se7xEBIEVMCbkWGpcemiaEzopkqXphmLB0UxlLjC94KqRipzFRcfV+MyFbqKi617S5Wr\noCCmKpcQDCLs3g27d1NWhoBWrx56q1aorVqhtmxpkHSLFoTatkVt2ZJiTYtYVKWjdWVlIS4LWVGQ\nvvnGeDhgQEqOW1kyoc73CgsLa2LIf0TYL5Rk5CqTRXliGvas4nRAnDcP+cknAVB79ODw9OkoLhfy\n22+TM2MG7oceQigqwn3jjdS55BJC//wntGiRlrGUdy7S/buUpe5V3sStm3W6+flW4wnRRr7Crl0G\nicUJXRDQGjY0rMKGDdEbNIBGjY7rWDdsaLh1GzY0xDJq1YpbMCPm9w8EjO9ewTrKhGHqVpuymWFl\nMnH/fsNDcOCA0TjCfGxbHAGIhw8bfbjXrCm1a93tNiRN27dHadeOULt2KO3bE+jQAT0rK4IoTpa4\ntPzxx5YcqzJsWNqOUxGZ0GgkXd2yrHVdZ8qUKcydOxdN0xg1ahR33313TA/h448/Xqpn8uTJk7nu\nuusSOm4NITsgCKnviexEvKIezjKslCI/H3ncOAC0Jk049MYb4PGQnZlpJH7cdRehc8/Fdf31CLt2\nkfHZZ3iWL0edOhVt5MiUCjxUpdRlwupemoawc6dBvBs2IK9bh/u335B++60UWcTcRf36RovGFi2M\nTk/hDlBq06aoTZuiNGyIJstW7BqqRyZsWiDL6PXrQ/368QkdFBUZbv1wVydh1y6jraL52BZ6EYJB\n5I0bkTduxK6GrAsC2imnEOralVCXLoS6dMHfpQta48Ypaf6QbsQcTyiE+/nnAdDatKmSBhPxyIQ6\n+3qbn9N1HZ/Px7Rp0wgEAuzcuZNjx47FFGpKJ958803mz5/PSy+9hKIo3HPPPdSvX5+bb7456vZb\nt25l4sSJXH755dZr2UmopNUIg4RhJlAVFxejKEraXCVO8ilP1OPIkSNWUlfKoOvIw4cjLV6MLggc\n/vBDXEOGRM/gLiw0BEHeeMN6SR02DPX559Ed/UAThZMMM83FQBT4fD6CwWDKVsxOda+MjIzS319R\nEDZvJrB8OfLatXh+/RUhL6/c7kK6IKC3bBnZD9l2I071oWhuQafgRqqsvEDYQk7pdVYVKClB3LED\n5ddfkbZuxbNtm9H/+LffjCS3MqA1aoTStSvBHj0I9OhBqEcP9JycalO7GwwGCQaDMSd69wsv4AnL\n4PqnTiU0dmwlji4xOGVCTYL+4osvSpFeVlYW3bp1o3///jz44IOVot513nnncfvttzNy5EgAPvnk\nE6ZOncrXX38ddfsBAwbw5JNP0q9fv7J2W+5FU0PIYZix41RP/Cacoh6m2ld5KCgowO12p2yi1HUd\nZfZssm+5BQD/7bfDM8+UO8H4Pv2UnIkTkXbvNvbjdqPecQfqffcZZS4JIC4ydB4/Rb+LU1TEKuEC\nhM2bEVasQMzNRcjNRVi7FiGcYR51X5KE2qYNWqdO6J07o3XujNapE1r79pCRUaFxljV+p95xKlSx\nThpCDsPn8yGK4vF2eLputGzctAlx/XqktWsRf/kFccMGq42oE7ogoHbuTKhXL4K9ehHo2dPQHLe5\nayvTYxEMBmM2zJCWLydj+HCEUAj17LPxLVxYbtOY6gQzgbKoqIjx48fz3XffUVxcXGq7l156ifHj\nx6d1LPv372fAgAEsWrSIli1bApCfn8+QIUP4/vvvS3V0KioqomfPnixevJgWZYf0agg5XpiEbGY5\n101RizanFZio7GY0ychkYBHRkSM06N8fOT8frV07Qj//DHG0NysoKMAdDFJr2jSkqVOP90Ju1gzl\ngQfQbrzRqEctZwzO1pDx1nlX9Hdxhgk8qkrW+vVIP/5okPCKFVa5SDRo9erBmWeinH46ateuaJ07\no7ZrR7Gi4PF4qryJhTN2p6pqQqpYJz0hx0IwaIQf1q5FWrsWKTcXcc2amI04tBYtCA0YQHDAAPzn\nnovaoEFMj0WqXd6x5ECF7dvJHDIE8dAh9OxsfEuWoJ16akqOWVlw/l6qqlK/fn3efPNNfvvt8SQ4\nNAAAIABJREFUN9asWUMwGOS1116jdbJa7nFi3bp1XHHFFaxdu9Zq/ej3+zn99NP54IMP6N69e8T2\neXl5XHnllYwaNYrvvvuOOnXqMHbs2Aj3dRg10pmJwoxlVLRcwqyfrajaV0WTmZzJUjnvvoucn2+M\n8Ykn4iJjaxxZWaiPP442ZgzyXXchfvUVwu+/47rtNrRp01AffRTtsstKxZerWupSURRK9u9HXLqU\nnOXLca9ahZiXFzPRSm/SBO3MM9HPOAP9zDMp6tgRpWlTcmrXRlEUK8dAAIgzbpxulBW7i0cVy2ll\n/2HgdqN1747WvTvWmQkEEPPykFauRPrxR6QVK6zYtJifj+ff/8bz739TC1C7dkUZOJDgoEEE+/ZF\nJXpNeqri0s7PCVu3kjl8uEHGgoD/9ddPODKG0uVp5lxx3XXXpWWe8Pv97HeUeprw+XxAZIml+dgZ\n+wbYtm0bgiDQtm1brrvuOlatWsXkyZPJzs5m6NChCY2rhpDDMImvoqtZuzs2FWpfFSFkZ7w6OyOD\nzHAsWDvrLLRLL01qHHqHDoQ+/RTxyy+RJk9GXLfOiNNdfTXa6aej3n8/2qWXogtC0h2pyjp+XAgG\n0ZcvR1u4ENe335KZmxu1tEiXJPTTT0c75xz0Pn3Q+vSBsJvKhFZUhB7+bLTfsboSWTKqWMXFxVFd\n3icikv4vezxoZ5+NdvbZhG67zXB379qFtGwZ8jffIH3zDeK+fQBI69YhrVuHZ/p0ozXpBRegDB9O\n6Pzz0bKyUioR6rzOxNxcMq66CjHcBzvwzDMoF1+c3HeuBnCqdNWqVStt115eXh43xOiEdc899wBY\n2gvmYzBaNDpx2WWXMWjQICuc1qlTJ3bs2MF7771XQ8gVhbOhQ7yI5o5NhbxkMlnfzu5UZuaw+Pnn\nCDt2AKBOmFCxTGlBQLvoIrQLLkCcMwf50UeNLNe8PIOYO3Wi6PbbKR4+HNnrJTs7O+1Sl8KWLcZ3\nXLQIcelSowbWAb1WLbS+fdHPOQetTx/0s84qNwZe3bJsK4JYJO33+9E0DVmWS2XBnogZ3ildJAkC\neuvWKK1bo1xzDeg64saNSEuWIC9ZgrR0qVFfXViIa+5cXHPn4nW7Uc87D2XECEKXXgq1aycksBHr\nPJuP5blz8Y4bZ9R9A/7nnyf0v/+buu9cyXD+XumuQe7duzebNm2K+t7+/ft57rnnOHjwoBUTPnjw\nIAANGzYstb0gCKVyW9q2bcuKFSsSHlcNIYdhr0OG+P/Q6XbHJmIZOt3kTplJ8f33jTE3amS4llMx\nDklCu/ZagqNGIc6ahfTcc4i7diFu3EjOuHFkP/006l//ijZ2rCHPmSSiLpRU1Yj/Llhg3KL8wXS3\n27B8Bw9GGzQIvWfPcmPdZaG6WsMVgTnpC4JgWQSxhB/sMorpjJdWawiCkcDXuTOhceMgGET6/nvk\n+fORFywwaqaDQeSFC5EXLsRz990of/oToWuuQR08GMmWbxDPeTYJWlVVRJ8Pz7334n77bePzXi/+\n6dNR/ud/Kv00pArVrbFE48aNadasGatXr7YIefXq1TRr1qxUQhfA1KlTyc3N5a233rJe27hxI23b\ntk342DWE7IB5UWiaVqZrtTwhi1SOpzwSiMtNrqqIX31lbD98uNEsPsFxlGWpay4XvmuvxT9iBJkf\nfUT2iy8ibd1qkPOkSeiPP452ww2o48dXrFzK50NcuBBx/nzEL79E+O9/S22idO+OPmSIcevbF06S\nRKXKRCzhh2gWXrripScM3G7UIUNQhwwhMGUK4urVyAsW4Pr0U8QtWxD8flzz5uGaN88orRo9mtCY\nMWinnhrXeTZJ2rV8ObXvugvZ9HI1bcqxWbOgVy/EE1giNBYhV0Z5UyxcffXVPP/88zRp0gSAKVOm\ncNNNN1nvHz58GI/HQ1ZWFoMGDeK1115jxowZDB06lKVLl/Lxxx8za9ashI9bk2UdhqIo1gq1oKCA\n7OzsqLrJ8Yp6pAplZRfbNZeBMt3kws8/4+7bF4DQBx+gXXJJQuOIVZ8dS+pS0DTETz5BevFFxOXL\nIz6jnXce6s03o40YEV9SWTCI+sUXCHPm4F240JBhtI/B6yXQrx+hiy5CGjECyREDrijsJVf2pC4w\nzovL5aoUje10wnRZJ5NlHU2dyX6OysvwTgeqxe+i64hr1uB67z3kDz5AdCwelUGDCI4bhzp0aJkl\nSsKBA3gefBDXnDnWa4FLLuHoM8+g2rxOJ6pEqKZp+Hw+vF6vtSj54IMP+PDDD1mwYEGVjElVVZ59\n9lnmzZuHJEmMGjWKiRMnWudy8ODBXH755UyYMAGARYsWMW3aNHbs2EHz5s258847ueCCC5y7rSl7\nihf21f6RI0fIysqy3HcmEhX1SAVKSkooKSmhXr161mtON3k81rk4axaucIwpsHMnNG6c0DichJyI\nh0BYtQrppZcQP/wwIrNZb9AA9frr0caMQe/UKfJDqorw7bdI77+P+PHHCAUFEW/rjRoRuPBCfIMH\nExo4kMwGDdLWhKOGkBNHtFpp+3lzJjWlWmyjqKgIt9tdfX6XUAjpq68Mcv7ii4gmIVr79gT/8hdC\n114b2Z2puBj3K6/g/r//s0RNtLp1CTz9NMpVVxmx7SgqWLEU3qqrRKgZarMbNq+//jo//fQT//73\nv6t4dClFDSHHCychZ2ZmWjVxdlGP8hSlUg2/34/P57Ms5GStc+nBB5Gffx69bl2Cv/+ecEKXnZSc\nC5PMzMz4PAS//440axbSzJkIu3ZFvKWdeSbaNdeg9eyJuGAB0rvvIoQzWU2o9eujjRyJ//LLKere\nHSFc153untU+n49AIEBGRkZEByhRFAkGg8iyXH69azVHqgk5GqIlNTlJOlUWXrUjZBuEAwdwzZyJ\n6403EA8csF7X69YlePvthG68EfnDD3E/+2zE+75rrqHkoYdwl9OSMB6Ft2TEY9IFRVHw+/1kZmZa\nC/opU6Zw4MABXn755SoZU5pQQ8jxQtM0K5HiyJEjeL1e3G53hUQ9UoFAIEBxcTHZ2dlWb95krHP5\nz39Gmj0brXt3QitXJjwO01J3uVxxSV2WCVVFWLwYaeZMxM8+K7PTkV67NtqllxK4/HKO9uyJ4HJV\nei3zsWPHrGvDFT5+ZVt86UZlEHI0mOThFDWxIxl50OpMyBYCAeR583C/8krU5hgmlH79CDz6KMdO\nO61C3phExGMq8xo2CTkrK8s63kMPPYTX6+Wpp55K+/ErETXCIMnCdMdWRNQjFTAn/aKioviaH8SC\nqTyUhCVnL4NRVbXi50OS0C+4wJAhzMhAeu+9mJvqXbsS6tGD4nbtQJaRJImscKeedMOusgaQk5OD\nIAgWYei6TnFxsUUY0cpYTmSSrgzYk5pMxNvaL5aFF1ebwuoAjwfl6qvRevbEO3Ys0i+/lNokOGYM\ngWnTDPd0BUVoymv8YD/X9s+kOy4dq9NT06ZNU3aMEwU1hByGmUVsxmVNGcF0u0NjwV7CBGUnbMW5\nQ+M+AYvSXlttonbt2hU7H7puWMcvvoj0//5f6bdFETweS0NaXLYM77JleASB0FlnoY8cCZddBm3a\nJD+GcqBpmpWoJoqi5RUQRdFK/jO+im5NWM5yIXNyi1VrejIIb6QLsTKPnRZerAxv83xW6xK1QAD5\nyy9xzZiBHO5fHA3ut99G3LYN/9SpEM74TSXsdenmQj+a18KpUJXK1pXVMcu6qlBDyGEoikJBQUHE\nhFkVcUE7GQiCgNfrxe/3V9xVXr8+YMSvykO02mpRFC1JuaQQCiG+9x7StGmI69YdP5bLhTZiBOrY\nseiDB4MooqkqwZ9+Qvz4YzI+/xx50yYEXce9ciWsXAn334926qloF1yANnQoev/+KWnmEKvxhN/v\nt+LmJkmoqkooFLImEztJmyRu329ZE9yJmh1b2UhUHjQYDKIoSqVneMeEriOuWoVrzhxcH36IcOTI\n8bdkGWXECILjx6P16oX88cd4HnoIcedO5O+/J6tvX7SJE1Fuvz3twyzPa5GOkjfndlXZC7kqURND\nDkPTNAoLC/F4PFaXkVq1alXa8WOVD2maZsnIVSSRTHrqKeRHH0X3egkePhzVUi6rpMuMZdetWzex\nCc3vR5w1C/m55xDCnaIgnGF9yy2of/mLtfKPdQ7E336DefPgo49w5+WVHrfXi96v33GC7tQp4aQ1\ne6Ka2V3LrAEPhUIEAoFScWMAWZatmwlnAo1J0uW5Zauy/3FVxZDTAbOMxvxNyov3p9VLoeuIubnI\nn36K6+OPEbdtixxrixaExo4ldMMN6M7KB78f9wsv4J4yxWrmEurbl8DMmejlJHZVFsoreYsnbBOt\nacbQoUN59NFHubAKejqb0HWdm2++meHDh1ttGKNh9+7dTJ48mTVr1tCsWTMeeOCBWG0Ya2LI8UIU\nRUun1B4nTDfM8iGfzxe1hClR5bCYx+nY0dif34+waRN6584R7zvbQzqlLhOWFA0EkN54A2nKFITf\nf7de1k49FfX229Guucayakt1YnKcA71jR9R77uHo//4vOUeO4P76a0McZMkShKIi4zstWoS4aJGx\nffPmaAMGoPXrh96/P3qHDjEJ2h4nlmWZnJwcSz7SvAbkcOw6GAxa7nv7ZG936ZvuP6c8pZNwTZK2\nk3mi6ljVsYSlOsCSl3Sc24rKVsaNQABp+XJDqevTTxEdFQV6Zqahd3311ajnnQex8iG8XoIPPIBy\n+eV4xo9H/uknXD/8gHTuufhnzEAdPDjxsaUY5cWl4znX0QSHqlKpC4z/6xNPPMGyZcsYPnx4zO10\nXWf8+PF07NiRDz/8kEWLFnHbbbfx+eef0yyJRVMNIdtgWkRmrDCdMEnIzJyOVcKUKkLWwqIgAMLS\npRYh22PVkiSVkttMeByqamhbP/YYws6dx49vazpht87tCwGXy0WtWrWiJmxZCmotW6LdcgvaLbdA\nMGhIZy5ciLhoEWI4U1XYswfpvfesZDG9USO0c881rOh+/dC7dkUThIiezOb3Nlf89rhWKBSyLEiX\ny1Uqu9v8jHlTFCXCJV0WSdut6Wgkbd8ulquwhqQjEe0ajaXhnaoFkLBjB/JXXyEvWoT03XelxWtc\nLtRBgwhdfjnKiBGQgPdN69yZ4i+/RHr0UbJffBHxv/8l44orCPzf/xEaMybu/VQWyjrXztCC/Vzn\n5uZy5ZVXWp6yt956i927d3PmmWfStm3bSsu12L9/P3fffTf5+fnlxrFXrFjB7t27mTNnDpmZmbRr\n147ly5fz4YcfWqIhiaCGkKMgEf3oZGASsWmNmlZZWajweJo2RWvXDnHrVsTPP0e5+eYIuc1UZJIL\nX32FPGlSRIxY69kT9e9/R7vooggr1bkQSMol73ajDxiAOmAA6uOPw759BjEvWYK4bJnVSEM4cADp\no4/go48A0HNyCPbogeuMM3CfdRZynz4R4v9w3Evi9/ut+vPs7OyYiwUniZZH0uYEb97skq2xSNqO\naIlj1bXOtLoiWvJYvLFS+eBBPCtX4lqxwmgwsWVLqf3rGRkogwejXHopyrBhFdJy1yWJY5MmwcCB\nZP35zwgFBXgnTEDYu5fg/fcnvd/KQllxadPDtHnzZvbZtAdeffVVXn31VQBat27NokWLaF8R2d04\nsX79elq1asXUqVMZNWpUmdvm5eVx2mmnRYR6evbsyZoyytjKQg0hR0G6CNnuHjVJSJblMifKVFnI\nANrIkYjPPYe4cCHHtmxBbdAg7uztMsexfTvyvfciffbZ8WN16ID62GOl+iPbM7cTWQjEdR6aNEG7\n7jq0664znufnIy5bZnR+WroUccMGY1+FhXi++QaPLbtVa9oUrWdP49ajB77TTiMQrovMzMws93eK\nNt7ySNpMDDMRL0nb929HvFnIfyid6QQRjTjQdYTffkNYtgxp+XJcy5cj2bw/diinnopy/vmo55+P\ndu65SZUZlgVlyBB8CxeSMWoU4q5deJ58EtxugnfdldLjVAbs3gZRFBk9ejQej4dvv/2Wt99+OyKf\nZ+fOnWzYsKFSCHnQoEEMGjQorm0PHjxYquFE/fr1IxYWiaCGkG0wiTjheGk5sDd/SKauORVj0HUd\n/+jRZD/3HIKqkv3++wgPPBC3GygqIQYCSM8+i/T88wjhOme9cWOUhx5CGzMmoqtStMztjIyM9BJC\nixZoV15JaNQowy2+bx8Zq1eTuXo10k8/IaxZc7y8au9exPnzYf58ALyA2rIleteu6KedhtalC1qX\nLkYsPklhhnhI2i5QA9FJ2rTeTWve7l5PJAvZ3L8oihH7OllIOqnvoYd7H69Zg5iXZ9zn5pbSoTah\n1a1LqG9fgoMG4R84EKV58+PHV1WkcOlcRevQ7b+x1qkTvkWLyLzoIsStW/E88gh6gwaEYvT3re4w\nrzlBELjsssvo378/s2bNoqCggG3btpGbm4vL5SozlpsI/H4/+/fvj/pew4YNE0psLCkpKSXU4na7\nS5WJxYsaQo6CVBGys4Qp2brmilrsVgZx8+Z4+vbF9cMPZLzyCsG//S2hWFbEmFauRP7LXyyrU5dl\n1NtuQ33gAbDFXaJlbtsl8uI+XhKeglILodatcbVvb3Tb0XX0UAhx40bEn39GWLUKYfVq5A0brIxW\nafdu2L0bvvji+PeRZfQOHY4TdOfOaO3bo59ySlLWUCySNkk0HkvatHRjkXS0eJ6TpM3PFRcXl1Jr\nOtEs6bivkZISxC1bjGvgl1+QwgRsL0dyQmvVCvWcc1D79kU95xy0jh2tnAgv8Sc0VbQOXW/SBN/8\n+WQOG4a4cyeeu+5C7dIFrWfPhPdVHWC/vsxeyLIs07FjRzqGE1JThby8PG6IsXiZPn06559/ftz7\n8ng8FDh09oPBYNIlszWEbIN5UVTUTews36mozGOyhKwoCiUlJREucv3hh+HCCxH++1+kl15CnTQp\n7jEA6CUlSJMnI02bhhCexLWBA1GmTi3VIKK8zO10wW6Nw3FRFfM9K07scqGcdhr+tm1RLrvMqD0H\n3Bs3Iq5ejbBuHeKvvyKuX49w7JjxGUVB2LDBWIjMnXv8mIKA3rIletu2BkG3a4fevj1au3YGWSdg\nVZdHoomQtPkZ+zVkWiP2lb3puXC5XFEVm05oki4oQNy8GXHzZqSNGxE3bULctAlh506EMv5XelYW\navfuRkLiWWehnnMOerg/bizEm9AUrQ49ngxv+2t68+aUzJlD5pAhCD4fGWPHUrxixQnXbtQ5t5mE\nnC707t2bTVF6pyeDxo0bs8WRP3Do0KGofZPjQQ0hR0GyhGyWMKW6R3KihOy0DO2Z0/rAgWgDByJ+\n+y3SM8+gjh4N7drFNQb5t9/IHD8eKZy0pefkoDz9NNrYsRFxYrMONBgMljp+RVDeeYhVPmV+zp6w\nZcayg8EggiBE6JRrvXqh9epl3zHC7t0I69cj2kl60ybLmhbCrk527UJyKC/poojerJlB2M2bG/ct\nW6K3aIHWogV6y5ZQt26ZtdPJkLT9M3aLzIxH28VMTLhcrgjFpvKsvWohDVpSgrhrF8KOHYg7d+La\nsQPP9u248/MRd+4s1SksGvScHNTTT0c74wzrXmvXLnZJUgIoT2gjngzvaKVBAFqXLvhfeIGMW29F\n3LED95QpBCdPrvCYKwsnukrX6aefzmuvvYbf77cW/atXr6Znkp6KGkK2wWkhx/oTOOEsYSqrfCfZ\nccVDyM6EqVgucuWf/8TVu7fROP2vfyX05ZdlS2rqOtLbb1P/zjsRw1aneuGFKNOng81iMD0DZkek\nypQejWWN2+t/zfMYCAQIBAJW3Xe5YxQE9Fat0Fu1Qhs27PjroRDC9u0IW7cibt1q3G/ZgrB1K8Ku\nXZb1JWgaQn4+5OfHPISemYneogV648bojRoZt4YN0Rs1AufzsAUUL0kHTB1zSpM0GC42VVUtBTJz\nP6al5lQdS8QlmzRJ6zr4fAgHDiDu34+wb59x278f0fZY2LcP8dChuHer1atnqLw5bnqLFgmLyVQE\n0TK8ofwSN1Nf307WytVXo/znP8hLluCeNo3QrbeiN2xYad8lFXAScnVW6Tp8+DAej4esrCzOPvts\nmjZtyqRJkxg3bhxLlixh7dq1STfFqCHkKEhEC9dJBPGUMCUK0/UYC9ESpspykeunnYZ6zz3ITz6J\n+N13SM89h3rffdF3Hgwi33kn0owZxmfdbtQnn0QdP96awJziJunqxBRtYRLLG2CvJzb/7KYLP1Y9\nccJwudA7dkTv2JFSv04ggLB9u0HUW7YYFvaePQi7dyPu3o3gIBHB50PYvBk2by73sHpWFnqdOkap\nlnlvPs7JiXycmYnu8aB5PKgeD6rbjep2E3S70b1eI+5tc3ebhG1acHZLGo4TSVRpUEVBUxS04mKU\noiKEkhIUnw+xpASxpMRIcPL7redCQQHCkSPGraAAzMfh50KSiTFaw4YoLVvCKaegt2mD3ro1Wvv2\naJ06oTdokNQ+KwvRYsrm/9uUAY0WTgg9/DD1lixBCASQZ84kFOv/XM0QbY6talGQ8jBq1Cguv/xy\nJkyYgCRJvPzyy/z9739n5MiRtG7dmunTpyclCgI10pkRKKsncrRtK6s1Y3FxMYqilLpIoyVMxdsf\nmUAA13nnIebmogsCoU8/RR86NHKbgwdxXX014tKlACht21Ly5pu4e/e2NnFKTsZ9/CRQUFBgJYXZ\n4/SA1RcZHHHiKPXEXq+3UmLZZaKkxCJoIT8fIT8fMT8fDhxAOHgQ4cAB4xb2SKQTutttdOASRcNF\nK4rHb5JkZMuLorEAUxTjpqqgKEbrzPBrQprFdMCwcPUmTQxPQpMmaE2aoDdrhta6NXqbNmitWqG4\n3aX6657oCAaDhEIhS17SWSutaRp1Ro/G8913KG3acGj58uoRTigHph6Bfd54+eWX2bhxI2+++WYV\njy7lqJHOTAR2l3UsN3FFS5iShXMsFU6Y8ngIvfce7r59EQ4fxnXDDYQWL0Y/7TTj/W3bcF98McL2\n7QBoF1zAf6dNw92oEW6i11RXRGs7HpieAtMar0icuMqRkYHevj16WXWVug7FxcfJOUzUHDpkWJBH\nj8LRo4Z1efQoQvhGQUGZPaadMC3Ryj4rWtjS12rXRqtbF61OHahbF71uXahXz7g1aGAQcJiE40qO\nCy8MqsXvnCI4///20IP5v9P+53/gu++Qd+zAvWcPoRYtKr2VYqKIFkMuKCio1hZyOlFDyDHgJGRn\nfLbC7RCTHEu8UpdxoU0bQm+/jevSSxGOHME1fDjBxYsRfD5cw4cj7N0LgPK3v6E++SQcO4auGz2A\nK3tBAsc9AsFgMCJOHy1ObOpOxx0nro4QBMjORs/ORm/bNv7PmUReWAglJeg+H6GjR1GOHUPw+/Go\nKlIoZGiA+3zg94OmGTdVNbLnVRVUFd28VxR0TUOTJDRRRJdly3oWXC4ElwsxfI/Hg56ZiZaRYbjM\nzfvMTISsLITsbCMOHg4tRLP2okqDCgKSppVLIulU2atKlHf9qv37W48z1q3D1bFjQhneVSm96ix7\naniCxcBThRpCtsF+UZgTe6Lx2XSNy06EgpAaqUsAfehQlFdewfWXvyD8/jseZ9OJKVNQx4+POBeV\nvSAxvRKm9ZudnY3b7bYm8LTGiU9EhIlcy8qyzodzYRJfumJ0iFAqccyu/w2l9bsFDAtc0zQ0c7vw\nZ6JJg5aX3PRHkwaNK6mzVSt0QTAy/sNKUYlkeFfF+Y32vQoLC+nQoUPKj3UioIaQy4CiKBw9ejSl\nJUyJQtd1y+0UCATSQoTamDEoR48i33tvxOuh119Hve46grYFiSiK5OTkVMp5cGZtm5OEy+WKELMw\nXdmmPrgkSWRlZVV9nLgKYY+by7KM1+tNaWzfnKTtYYpoJViJNtkwf8vy9LvLIhHztZNJdQzicMHL\nstFBzedDKCoqcz/RMryrQno1VtlTjcu6BsBxAjRdoKkuYUpkHPaaZoDatWunbRzqFVeUImSlY0eK\njh2zOjHZ607TiVj1xEVFRWiaRiAQsMZhkrbdcq82ceIqgHk+zBrwzMzMtMf2TcQiaTtRx9MJy8wk\nTrTJBnv3oh84gNKmDWRk4PP5Thr97rjc8MGgEYIAIw6fIEzVOOdx45FerYhgjHP7wsLCal32lE7U\nELINuq5zLExA5gqyVpLSkhWBPXPZdLv6fL70TSSBAK6rrir1svfCCwlOmULGDTfgcrk4Fo4hpxOx\n2jFqmoYkSQQCAXzhScceW//DuqfDMBcx1S1ubk7WiXTCirddJRwnEWHXLrJ69kQIBtEFAbVVK7SO\nHVE6diTUvj2h9u0JduiAHvbunIgkXd4YxY0brceaTVO7oseMVevudHk7P2Mn65glmDHKnmoIuQbW\nheT1ei2xhMpENKlLl8tlqfekiwzlu+5CXLUKgJKJE/F36kSdCRMQ/H5qjx+P8ttvqI8/Xm49dEVg\nV/eyf3d7nNjr9eLxeAgGg5awh4lQKEQoFLImWlmWTzyJxyRhJvqZ4h5VEVpJBCaJJkPSzhIekxgE\nl8tIGgsGEXQdeedO2LkT91dfRRxbbdUKpVs3Qt26EezalUC3bmgNG1Z7adB43O/Sd99ZjzVbaWKq\nES3DO17BGOf5jfa9qoOFrOs6N998M8OHD2fkyJExt3v88cd55513Il6bPHky15kd5xJEDSHbIAgC\n2dnZltvaLmOXTpQnNZmslGc8EN9/3xL98A8ZQsGdd5KRlUWwa1fco0cj7N6N/H//h/jjj4jTp6OV\no+WbKGKpe8HxyRaOx4n9fr+1YDHriZ2TuVNC0mlxVbfJNllUpXs61YiXpO0Lwgj97iZNKMrNRVi1\nCn39euQtW3Bv2WLoVtuaRUi7diHt2oVnwQLrNa1JE0LduxM6/XQCZ52Fv0cPg9yFaiINGkaZx9Z1\nXLNnA6CecQZ6/fqVNCoDsSzp8uRBzc8eOXKE6dOn43K5OHjwoOXpqYrzrWkaTzzxBMt7HlG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1/SpUuXBE5qxVFYWMgzzzzDkiVL0DSN8847jwceeCBmQ4vdu3czefJk1qxZQ7NmzXjggQfoF5Yj\nLgM1MeRkUFBQgCiKloh9vXr1KuW4zuxtM2FLEISUtYN0t2uHsGcPyrhxqGFReijdEtJ0jZvvxUrY\nMl9zyv7J4fKNpLM3AwGkRYuQ3n8facEChJKSiLf1rCzUoUNRhw9HHTYMqsGq2hSySLW8Y2UjlSRt\nitWYi8u4vCcnG3QdYc0aw+szZ07EQlP3eglddRXqbbehd+5c6qPCtm24b74ZaeVKALTWrQn85z/o\n3bpVYDjpJWkoLQ0ajaTNY7pcLj7//HO8Xi833XQTGzZsiLedYcpw5513smvXLh599FEEQeCRRx6h\nadOmTJs2rdS2uq5z6aWX0rFjR/7617+yaNEiXnnlFT7//HOaNWtW1mFqCDkZVEZPZDviyd5OVTtI\n1yWXIH71FdpZZxEKr9Cd9cRmnDya7rQZE3XGicv7k1eoQ5LPZzRg/+wzpC++QDh8OPL8SRLaWWeh\nDhmCNngwWq9elRp3tpPOyZopHM8kbl+ECYJgLVBOBE9BOiBs2mR4e+bORfztt4j3lNatCVx/Pdxy\nC0K48iEmFAXXgw/ievFFwOjQFpg7F61//5SNNZlFmPkZO0nDcXd3eSRt7v/dd9/lnnvusbZr3Lgx\nvXr1okePHgwfPpyzzz47Zd8zGnw+H7169eK9997j9NNPByA3N5drr72W3NzcUi1vly9fzrhx41i2\nbJll3d9444307NmTCRMmlHWoGkJOBunsiWyH0yo1uyFFm7ScohzJQnr2WeSHHkKXJEry8/HJsiVs\nkpmZiSzLUfsTJxMnLm8St0/gcTdfUBTEH35Amj8f6bPPEHftKn3cnBzUAQPQBg9GHTIEvV27uHs2\nJwJnRvkfjXTK+33BmJTdbjeyLFcLMYq0wrSE589Hmj8fcd26yLc9Hvx/+hMl116LPGQIcoJd36R3\n3sF9++0IwSB6RgaB//wHbciQVH6DCCRL0naitsOZ4e3z+RAEgbVr1zJ69GiOHDlSagyCILBhwwZO\nPfXUtH1Pv9/PypUr6dOnjxWey83N5eqrr+ann36KyAIH+Ne//sX333/Pu+++a7324osvsmbNGmbM\nmFHWoWqyrJOBXT4TUtcT2Y5YKlfljamiY9EGDjT2p6oE5s1DveIKqxMVlN+fOJG652iJJ4k2Xyi1\nEJJltAED0AYMIPTMMwi//IL05ZdIX3+NuGIFQihkJIXNnw/z5xvHbNUKrX9/1HPOQTvnHPRTT60w\nQZ8s7umKwPn7mp6eUChk/Zbm9WOiQp6S6ojCQqTvv0dcvBhpwQLE/PyIt3VRRB04kOIRIygZNgx3\no0ZJx8/V668n0KQJnquuQigpwXPllQQWLjRizmlARRIDnUIl9s/Zn8uyTO/evdmyZQtLlixhzJgx\n3Hjjjfz888+sWbOGhg0bpj2Hx+v1MmDAgIjXZs2aRadOnUqRMcDBgwdp1KhRxGv169dn3759FR5L\nDSGXgXQQcpmdmNI8Fl3X8XfrhtSiBVJ+Ptkffoh6003We9Hqie0ux1SI+8fTfMGpRhXNkg6/id69\nO0r37ij33gtFRYhLlxru7SVLEDdsMI65axfiu+8ih1e0er16qH36oPXpg3bOOcaEFmeCmNM9XdnZ\n09URzlCG81pJtESnWpN0KIS4apWxAFyyBHHVKgSb1QigyzJav34ol1xC8UUXEahTB0mSyEpBKEMb\nOpTAvHl4wn2QPaNG4f/2W/SWLSu033iRDEk7F9qA9R83c3VEUURRFDIzM3nppZcArNdTcS34/X72\n798f9b2GDRtGJJbNnj2bL774gjfeeCPq9iUlJaV62rvd7ohrOlnUEHIUpMNCjqcTUzxIdiwR9cRX\nXUXm888jL1mCumWL1XXGJGKn9ZeO2lk7nCSddHlOdjbasGFow4YRAoTff0f8+muDnFesQNyxw/ie\nhw8jf/45fP65cTy3G61HD7Qzz0Q74wy0M880rGhHSYndPW2696stcVQSnElb0bTUkynRqTYkXVyM\nuHo14o8/Iq1Ygbh0qZX1bIdeuzbq+eejXnwx6oUXEsrKirlAqSi0gQMJvv46nuuvR9i/H/fYsQT+\n3/+rspLAeEnavtAGuPvuu5k7dy5t27alVq1a/PLLLwwZMoSioqKUL3Tz8vK44YYbor43ffp0zj//\nfMCIZz/++ONMmjQpZta0x+OhwFEBEgwGrSTYiqAmhhwF5gShaRoFBQVkZ2eXWhHFC7P2sqSkxLI0\nk3FvJjsWp0WemZmJ/PvvuE87DUFRCF1zDaHXX7e2TbieuJLg/IObv4+JeCZwYe9exOXLEX/4wSDo\nvDxLmrDU8TIy0Lp1Qzv9dELdu+Pr3JlQhw54srP/uCU7NjjLu1LRWCWtiYHxDQBh507j2li5EunH\nHxF++aWUBQygu1xoffqgDh6MNmgQ2plnGuEUW4gn3T2+XY8/juuppwAI/uMfKHfdlZbjpALmPGS6\nqUVRZODAgfz666+lthVFkSeffJL77ruvUsc4Y8YMnn32We69915uvvnmmNv961//YtmyZbzzzjvW\na9OmTSMvL6/CMeQaQo4Cc8LXdZ0jR46QlZVVKtOuPCTTiam8/SUyFqdFbo/96rqOfNttuGbORBdF\nfD/+iP+UU6xyK1NjubqTToUn8KIixFWrEJcvR1q5EnHNGoSDB2Mfz+1G79ABrXNntE6d0M37du3g\nJOlKFA+c6mPpjJ+bOQ2Koli/sbN8xpndHddYgkGEDRsQf/kFce1a437dulIZ/CZ0SULr3h2tXz+D\nhM89F8LysVDabW8uUNL6HwqF8AwZgrR6NXpWFiXr1oEjtlnVsC/cTF0DWZbRdZ1XXnmFhx56iLZt\n2xIIBNiyZYv1uUGDBvH1119X2jg/+ugj7r//fiZNmsSNN95Y5rbLly9n/Pjx/PDDD5ZVPGbMGHr2\n7Mntt99e1kdrCDkZ2FswHj58mIyMjIQUspxyk5mZmSmxNA8fPkxmZmaZrpF464nFPXvwduuGEAwS\n6NOHw3Pn4k1GH7uaIZorNO6kMV1H+P13hNxc9J9+QsjNxfXLL0gxYk/Wx2TZImq9Uye0du3QTzkF\n7ZRTDBGHE/h82mFX2qrK8q5omb8xf+NQCHH7dqQtWxB++w1x40bEtWsRNm2KaIHohN6gAWrv3mhn\nn23kGvToATHasMbjtk8XhLw8MsJ9zUPjxxOqRm0L7R43+8Jt//793H777WzYsIG3336bc889FzBk\nM9esWcO2bdsYMmQIrVq1qpRxFhQUMGjQIC688EImTpwY8V69evWQJInDhw/j8XjIyspCVVVGjBhB\nx44dGTduHEuWLOGVV15hwYIFNXXI6UAiPZHtcMpNJtSJKQ4cOXLEKo2KBrMBhNMid5Yxmat56Ykn\nyH7uOQD8U6ei/fnPKRtrdUIiE7hJOhGKUvv2IeblGZbUxo2IGzYgbN6MYMsejgU9Oxu9TRu0U05B\nb9MGvW1btDZtjMfNmkGULM7qBnteQTpiohVGURH6rl2wcyds2YL422+IW7YgbduGlJ+PUM4cpzdo\ngNa1qxWi0M4+G71t23IXUuZ5McNRpvVX2efFff31yPPmodeqRcn27VARed0UIJZVDIYlescdd3Dl\nlVfyzDPPWE1qqhILFizgrhju/sWLF9OiRQsGDx7M5ZdfbtUZ79y5k7///e/k5eXRunVrHnjgAfqG\nF0ZloIaQk4F5QYGxapNlucwLx+keNuUmU/3HjLU4iBonLqOe2O/3G6t5TaPe0KFIGzagZ2UZ2ZpR\n1IJONtiF800rWnXECc0kpJhKVKpqxBs3bkRYv96437gRcdMmBJ8v/rHk5KA3b47etCl6s2YRN61Z\nM2jcGL1+fUgwZJIq2K+XSm8EoetQUIBw8KCh7bx3L8Lu3Qj5+Qi7dyOaj6PUr0bdncuF2ro1odNO\nQ+nSxSDg7t0RmzdHCsc144XdKq7qBhnid9/hvegiAALvvIMaZxe3dMBUG3RaxUeOHGHixIksW7aM\nmTNnMnTo0CobYxWihpCTgZ2QnT2RndtFcw+na4XsXByUFyd21hObXaPscWLp55/xDBmCEAqhdeyI\n/9tvIYZ+68kIuxtWEATr/CUtF6nrsG8f4o4dCNu2/f/2zjy8qTL9+5+TpE3oxr4KKgwSsCBLWS8R\nBYVxgVGQUfGnPwSGrcLwKsoisr0idRDGERVZHYFRFHBeNxALigIOLQUKZZGwiawDRYEuadMmOe8f\n6TmcpEn3LE2fz3XlSntymj45Sc597u17q/fSmTPoTp9GunKlYuuMiUGuX99lnIvu5fr1kRs2hHr1\nXIY9NhZiYpBjYiA2Vr2nVq1yh809q8orVbRlt0NWFlJWFty4gZSdffPnrCzXY7//7jK6mZmuPH7R\nfUlhZV84b7kFuXVrnG3auO5bt3alFG69FVmvL3u420sfvD+K2SqN04npjjvQ/fe/2EeMoKCobSiQ\neIsWKMclOTmZxMRE+vfvz+LFi2vyNCdhkCuC1iArM5FjY2PdHtdOYqpswVZZUS4OoqOj1QsBQK3c\nVtbmayyisq+n925YvpzIF14AwP7IIxR8/HG1HnlYFjzDsN4GHlRFZXcxcnORfvnF5eFdvOjKWSu3\nCxdcXqBHS0WlX6tef9NQG40QGQkREciRka7fIyIgMlL9XdbpcBTl3nU6HXrta5Llmze7Hclmg6Kb\nlJ8PBQWQn+/63WaD/PxyRQxKfS0Ggyui0KIFcvPmrvsWLXAqP992m1uxVanP5xEtKclIK1PgQlEM\nJvLJJzF8/TWOLl2weQyt8Dee0QJFbTA7O5vp06ezefNmli1bxqOPPhrQdYUgQqmrImi/ZIp3qaCd\nxBSMsYwOx835zKXlicvaT2wfPRpdWhqGjz/GsGkTTJhAwfvvh00xkiee7V2+LqZ89VeWtX9WySe6\nnbSjo5Hbt0du3x7vDVe4jPalSy4jffUq0m+/QdG98rv022+g/F5KLltyOFzeqK+Zu14IpM8nm0zI\ndetCo0bIDRu635RtjRq5wveNG1dpv63y/nj2wSvvs5LO8BSrUaR1SxuuESjkNm0AvErJ+u1/as4x\ngFuEbseOHYwbN46uXbty+PBhGpSm1y0AhEH2iWLUtIMT8vLy1C9hZXqTK4JyYpBlGYPBoF4IKB6c\nslZJktzyfmVSk5IkCt55B+nCBfQ//ohh7VrkOnUoTEoKK6OsDU+XVwZUoTSRC7vdTmFhoWqkyyQH\n6kl0NHLr1sitW5dtUVarK+ybkwPZ2a77nByk7Gz1XtlGYaHLey0ocHmzhYVQUICcn48zPx+poACd\n04mk09187yXp5k37u14PJhOy0ejytI1GZJPJ5YGbTDcfi411hdNr174ZWi/6mbg41/4hhNZIS5Kk\njhuNjIxErwl5ayVB/T1LujRkJSrgIb7hL7T91tocel5eHnPmzGHdunW88847PPXUU0G/WKlOCINc\nBhSvVFFoCqQwhDZPDK4vvhI+96Y7rc0Tl0tNymTC9umnGB9+GP3+/a7JMvn5FP797xCkYpWqwt9V\nwlojrfSIl0ezu9KVuVFREBWl5pTKk1vSRguCXZwUSnhevHm7qK2wopwfkHJzXT8E4OJGyRUDbvPS\n9+7dy+jRo2nVqhUZGRmltQAJvCAMcgnk5+erhrCkSUz+QDkhaMNBdrtd7av1DE8rBTiVMjixsdj+\n/W9Mf/oTuowMIlasQMrKomDZsmorfBEsg+NNDrSkMGigPSztZ0apSwhk6iWU0QqflPRdqszwhap+\nn6UiWVjnbbdV+rl8oR0eok31FBQUkJSUxPLly/nb3/7G6NGjhVdcQcQ30AdZWVlqP7HD4QiYMS6p\nYCw3Nxen00lWVpbakqOcWGVZrhqD07Ah+d98g/Hxx9GnpGD49FOkS5ewrV0L1SgP5OnhBNvg+MpV\nlvXkXZXjC7W1Bd6K2WoqnsInFdFTDoqRdjrR//ST63/5qW1R8Yo9VcgOHTrEmDFjqFu3Lvv376dl\nkS6+oGKIKmsf5BaFgJxOp19nImvxLBhTFL6Ugi1FsMSXTKS2b7bSa83Nxfg//yMpG8cAACAASURB\nVIN+61YAnLffjm39euT4+Mo9r58JeRGLUtCevBVPuqr0nLV5v2AqbYUiWoMTiM+MNyNdoTY7QLdn\nD6a+fQGwrVmD4/HHq3SdykWK1it2OBy89dZb/P3vf2f27NlMmjRJpDpKR7Q9VRTlZFhYWEh2dja1\na9f228nLWz9xZGSkGub0bGNSviCAmrMsqV1DMdTlPsHY7URMn07EkiWAq3Ck4K23cPzP/1TRK69a\n7HY7+fn5YZcPLatmt/Z99mzf0vbOmkwm/+ssVxMCOQyiNEq7GPMVMYkcPhzDxo3IUVHknTwJVdTn\nqzgInhcpJ06cYMyYMQCsXr2atm3bVsn/qwEIg1xRlC+E3W4nKyurzHOLy4PnJKhatWqpBtZbnrig\noEANT/sKNXr2zfq66i5PCFS/ejWRkyYhFYXZ7E8+ScE//hEyAiKexWxaqb5wxTMfXZbe2XC6SKks\nni07oXqRUtrFWOSJE9Tr2xfJ6aRg/HgK33yz0q/BM3QfFRWltlYuW7aMefPmMXnyZKZNmxb237Mq\nRhjkiqI92d24cYPY2NgqU+QpKU/sTe5Sm/Mr70m1POIWXvtmi9Dt20fk8OHofvkFAGfLlhS8/z7O\ne+6pgiNSMTwvUqpbeLqq8QyB2jUqV1USMQkTQkn2siKoRrqwkJiHHiIiLQ3ZZOLKjh04mzevVFrD\nV0Hbr7/+yvjx4/n9999Zs2YNnTp18vOrDEtKfROqz6cwSCgf5HJcuJSI3W4nOzubnJwc9Ho9tWvX\nVqUwtVe/Sj9xbm4uVqsVSZKIiYlRr1bLs369Xk9kZCS1atUiNjaWuLg4oqOj1ROR8iXMzs4mOzub\n3NxcNYynrMeZkED+f/6D/YknAND98gumBx8kYtIkyMqqkmNTHux2Ozk5OeTn52MwGIiNja3xxUlK\nwZhSiAio73tERIRaAJibm0tWVhbZ2dlYrVZsNpvbVKxwRXn92dnZOBwOoqKiyv19CgWUNrvod94h\nIi0NgMLp06llNhf7Tufk5JCVlUVOTo6qo+A5whJuesW5ubnquUaJ1q1Zs4a7776bXr16kZaWJoyx\nHxEesg+UAipZrvhMZM/ns1qtbmEg5SRZUp44UFNkSpqI5FZgotMR+dlnGF9+WZ0d67zlFgoXLsQx\naJDfhUS0Ob+aEp4uK2UZA1jWYiLFi66qyu5g42sUYHVFt2ULxqFDkWQZZ6dO5P/wQ7HWxLLWHmjT\nGhcuXKBhw4Y0atSIS5cuMXHiRE6ePMmaNWvo2bNngF9l2CFC1hXFcyZyaXOIfeGPPHEgKO3Ebfjt\nN+JefRXjF1+o2xz33UfBm28i33mnX9ajLUwyGo01OjytxdvAg/JcwCnvtTYfXVWV3cGmpFGA1RXd\nrl0YBw9GslqRGzQgf+dO5DLODvY25UyxAWvXrmXq1KkANGzYkBs3bpCQkMC0adO47777iAuRmpFq\njDDIFUVrkEubQ+wN5USgzcco4SRveWJt7iZU81reTtwRmzZRe+ZM9BcvuvbR6ykYNYrCadPQNW5c\nJf+3OhybYKE9NlXp+VW2sjsUcDgcap1GOHjFUGSMhwxBys1FNpmwff55heo4PCMGBoOBjz/+mMTE\nRK/7N2rUiIyMDBpX0Xe6hiJyyBWlpAETpaHkiXNzc9U8sTLD2FeeWMndREdHh2xeS8lHG41GoqKi\nXHnbJ58kd98+8qZMQTaZkBwOjMuXE9WhA85XX8V66VKFc5RKmL86HJtAo6gmKf3y0dHRVSpeo+Qp\nte91XFycm3SsUphYUu1BMFCiUjk5OUDVH5tgoV+3DuOgQS5jHBmJ7ZNPym2MlTx6Tk4OsiyrxyYi\nIoJGjRpRv359evXqxfDhw+ncubMaTbh27Zr6WQtFCgoKGDhwIKmpqT73OXr0KH/+85/p2LEjjz/+\nOIcPHw7gCsuG8JB9oB3BWNJMZC2VyROHattFeZDOniXi1VcxfPaZus1Zty45iYlYn3sOOTq6TK1X\nom/WN6EmfFJS7YFyAacVrPH3OrURg7BRIbPbiXjtNSIWLgRcegC2f/0L54AB5XoaX3n0rKwspk6d\nSnJyMitWrGDgwIHq3+Tn53P48GHq1atHq1atqvRlVRU2m43JkyezdetW1qxZQ48ePYrtY7VaGTBg\nAIMGDWLo0KGsW7eOb775hq1bt6rOUgAQIevKoGgNe5uJrKW8eeLS5vBWd6T0dCLnzEG/bZu6Ta5T\nB9vYsVhHjaIwLs5njhJQj01JIyNrImUp2go2ymddm9aoqAJVef+vtnc2XFTIpLNniRwxAn1KCgDO\nZs2wbdyI3LFjmZ+jpDz69u3bGT9+PHfffTfvvvsu9evX98vr8BcnT55k8uTJyLKMxWLxaZA3btzI\n+++/z7Zt29Tz8B//+EfGjRvHkCFDArVcEbKuCpQ30BMl/HPjxg3y8vIwmUzUrl0bk8mkesRar1hp\n1cnLy1NbdcIhr+WJ3Lkzti++IH/LFhy9egEgXb+O6W9/o27nztR7/XVqX7/u1nqlSBcq8oXKidoz\nd1kTUYyNtl0nuijaEGooet1Ku1VMTAxxcXHExMSohkCplNe2X5XUklMaippeQUEBJpOJ6Ojo6m+M\nnU70//wnpp49VWPsuPtubD/+WC5j7HQ61VRCZGSkOrbVarUyefJknnvuORYuXMi6deuqnTEG14Sp\nu+++m08//bTE/Q4ePEhCQoJ6rpUkiS5dunDgwIFALLPMVO9yQz/jORNZi91uJzc3V5VpjI2NVXWn\nPecTaz0bvV4f9EEHgcJ5zz3Ytm5Ft2sXEQsXot+2DSk3l4h33sHw3ns4/vQnCsePJ79rVwqLjq8y\nyk0ZAO+19SpEhsIHAn8VbQUSXwMXPEVMlBQRlK2y21ObO1zqCySLhci//hX9rl0AyDod9mnTKJw6\nFcp43lAicUrUTjv7OzU1lTFjxmA2mzl06BBNmjTx22vxN0899VSZ9svMzKS1x3zx+vXrc+LECX8s\nq8KEv1WoArQGWcnDKKExRcHLm0esHXGnhLJrXC5UklyG+Z57kNLTXYb5yy+RnE4Mn3/uurVvT8So\nUUjDhiFpKtlLm5JTndtxSsPT2FRk8lAoo50hrVAWI63ko5XjA4TP9+rqVSKSkjCsXIlUpLLmbNeO\ngnffxVmOHmBPJTKloM1mszF//nxWrVrFwoULGTFiRPU/ZmUkLy9PvdhXiIyMdPt8hQLCIJeA1kNW\nCraUQqPo6Gg3b85bP3E454krgty5MwUffYR8+jTSkiWYPvoIXVYWEYcPE/HCC8gzZ+IYOhT7iBE4\ni8JL5fWstAVEVTL1KsCEWtFWIPFmpD0vyLRRE0A1zkr0qbq93wBkZ2NYtoyIv/8d6cYNAOTISAqn\nTsX+4ovgYUh84anPrfWKMzIyGD16NI0aNSI9PZ3b/Dg3ORQxGo3FjK+S4gglhEEuBcUAgKvYSOlH\nVoy01hAreWLRM+sdNWJQvz7SrFkUvPIKtTZuJGL5cnQ//4yUk4Phww8xfPghzvbtsQ8bhuOJJ5Cb\nNVOfoyTPSikk0p60g1HpW1G0VbDis+NCp9Oh0+kwGAwUFhaq+ty+UhvK56NapDZu3MCwdCkR776r\nqt4B2IcOpfD//l/kchhNbURF+9mx2+0sWrSIxYsX89prr5GYmFgjP1ONGzfm6tWrbtuuXr1Ko0aN\ngrQi7wiDXAJKP7FikJWJT0po2jNPrA0x1pQ8cVnRDsjQ5kIdY8bgGD0a3Z49GP75T/SffYZktaI7\nfJjIGTOQX30VZ58+2J96Csejj3odLedppJWLJK2RVrwGCD15SG1qQxm/WVWDTMKB0oZBlJbaCLX6\nA+nXXzEsXYph9WrVIwZw3HMPha+9hrNbt3I9n5IrBlf4XrlYOXbsGGPGjCEiIoLU1FTatGlTdS+i\nmtGxY0dWrFjhFsXcv38/48aNC/bS3BBtTyVw7do1CgsLiYyMJC8vj9q1a7uJhHjLE4ueWXc8C9pK\nbUfJysKwfj36jz9G79HkLxuNOO6/H8ejj+J45BGoW7fM66iqqVdVTVj2zVYR3iRBy3qhUhbNbq0n\n7feLMllGt3MnhmXL1BoKBce991I4fXqFRD7y8vKKzXJ2Op0sWbKE+fPnM23aNF5++eWwqj/whdls\ndmt7yszMVDtZcnJy6N+/P4888ghPPfUUn3zyCVu2bCE5OVn0IVcXCgsL1ZN3dna26oUpJ2y73S7y\nxD7wVtBW3gEZ0unT6Nevx/DJJ+g8qiFlgwHnvfdif+wxnA89hNy0aYXW6JmP9jZTWGukqwrPiEq4\n9M1WFf4YBlFWOdCqNNLSpUvo//UvDGvWoDt9+uZadDocf/oT9okTy1WwpaB4xbIsuxW1/fLLL4wf\nP57s7GzWrFlDhw4dKrX+6oSnQTabzSQlJal9xhkZGcyePZtTp05hNpuZO3cud/pBd78EhEGuDHa7\nXZUBzM/PV0/a2i+p0nMZERFRI3MzniiiEMrJokouVGQZXXo6+s8+Q//FF+pMZi3ODh1w/PGPOAYM\nwNmjR5nbQ4o9Twkzhasi9OnZjiIiKu54hu/9PQyipIsyKF4kWKbISVYW+q++wrBhA7rvv0fSeOZy\nnTrYhw/HPm5cmQdCeK5XEUDResWyLPPPf/6TmTNn8vzzzzNr1qxiVcWCoCMMcmV46KGHOHXqFN26\ndaNly5bs2rWL1NRU2rdvz9KlS2nRooWaS4bqVUDkD5RcraIkZTKZqt7rk2WkjAwMX3zhMs7HjhXf\npU4dHP364RgwAEf//lCJPsvSQp/l8apE0VbJhEr4vixyoMUq+W/cQJ+cjP7zz9F/8w1SkcqfgqNP\nH+zDh7vqIMoxpEaL3W7HarUWq76/dOkSiYmJ/Prrr6xZs4bu3btX+hgI/IIwyJUhPz+fPXv2MGfO\nHH788Uc1vBUTE8OwYcO477776NGjB40bNy420kwhnHtlFaoiPF1RpJMnXSfCb79Ft3NnsRMhuHo5\nHb174+zdG0fv3pUy0FB66NObVxVIr6+6ofX6lKK2UArfa4sEtd9z3YULmLZuxfTtt0T+5z9ImkIy\nAGerVjj+/GfsTz+N7CFKUd7/r5UFVQRQZFlm/fr1vPzyyzz77LPMnz+/XBPpBAFHGOTKsnLlSkaP\nHg24TrSjRo2id+/eZGRkkJKSwr59+6hXrx7dunWje/fudO3alU6dOmE0Gr3Ol/V3bjKQ+CU8XRms\nVnQ7dqD/9luXgf71V6+7Odu0UQ2085573NqqKoo3/WbP75YyKas6v+dVjdYrDvme66ws9Dt3otu+\nHf1336E7frzYLo6mTckbNAjb4MHICQnoKxkt83V8MjMzmTRpEgcPHuTDDz/k3nvvrYpXKPAvwiBX\nlv379/Pkk0/SoUMH3njjjWKtA3a7ncOHD5OSksLu3btJTU3ll19+oX379qqR7t69O7fffrvPMFhZ\nJiCFGgEJT1cGWUY6fhz999+j27UL/a5dSB59iArO22/H2bUrzoQE133HjhAdXal/rw1Pa1vjFEKt\n9SrQVIthEHl56PbvR//DD+i2b0e3Z49bPljBeeedOAYOxD5wIPaOHXEUhbxLquQv7T3XRp08j8/X\nX3/NxIkTeeyxx1i0aFGpU+gEIYMwyMHg2rVrpKamqgZ6z5496PV6unbtqhrphIQEYmJiSsxNerZl\nhAKe4UWlKCnkcTqRjh1Dv2sXup070e/ciZSZ6XVXWa9HvvNOnAkJOIoMtdyuHZThdZY0OlKbj1a8\naW8nbOV9D1TrVaDRVgiHjFcsy0jnz6NLTUWXkoJuzx50GRnFwtAAcu3aOO69F2e/fjjuvx+5hLGE\nFansVlQBPXPp169fZ8qUKWzfvp1Vq1bx4IMP+uVQCPyGMMihgCzLnDhxgt27d6tG+siRI7Ru3Zru\n3bvTrVs3unXrRtu2bQHcTtihokAUdmMjFQ961y50aWno9u5FOnYMycf3QY6IQDabcbZvjzM+Hmd8\nPHKHDq52q6JjUJFWnWC2XgUabatXUMdHyjLSpUtIGRnoDh1Cd+CAyxBfuuR994gInD174ujXD2ff\nvjg7d65wFb/r35dc2Q2uz9KCBQv47bff6NKlC7Is89Zbb3Hffffx7rvvUrccPfiCkEEY5FAlNzeX\nvXv3qp50SkoKOTk5JCQkqF50t27daNCggZuBDkbBmNbQhOoc3iohOxtdejq6vXvR7dvnuj9/vsQ/\nkevWxXnnnRS2bYutVSucf/gDhnbt0LdsCRUMwfq79SrQeGosB7TVKz8f6fhxl+FVbocP+0xfAMj1\n6uHs3h1Hjx44u3fH2bUr+DksrM0V63Q60tPTeeihh9z20ev13HXXXdx9993MmDGjWk9pqqEIg1xd\nkGWZ8+fPu3nR6enpNG3aVA119+jRgw4dOmAwGAJSMFZtw9NVyaVL6NPTkQ4fRnfkCLojR5COH/ea\nS9QiR0Yit2yJ8w9/QG7dGrl1a9fPrVq5vOpyHMeqbL0KNKXJXlYJDgfSuXNIJ06gO3kS6eRJdCdO\nIJ08iXT2rM+oB7gEZuS2bXF26+YywD16IN9xhxr18DfaFIe2At9ms5GYmMjmzZvJysoq9ncTJkzg\nnXfeCcgay4vNZmPu3LkkJydjMpkYOXIkI0eO9Lrv+PHj+f777922LV26lL59+wZiqYFGGOTqTEFB\nARkZGW5G+sKFC3Tq1MnNSDdv3rxUj6o8xUM1eeJQmbDZ4OefsaenoztyhEiLBcPPP/sMeXoi63TI\nTZogt2iB3Lz5zVuLFjibN0e+5RZo0ABKMFwl5SZ99soGkMrIXhbDakU6f951O3cO6cIFdOfO3dx2\n5gxSGcboyfXquVIOd92Fs0MHnB06ILdtC0ZjxdZVSXylOPLz85k3bx6rV6/mH//4B4888gj79+8n\nLS2NtLQ0rly5whtvvEHv3r2Dsu7SeO2110hLSyMpKYmLFy8ydepU5s+f7zXnPWDAACZMmECvXr3U\nbbVr1w5XURNhkMONzMxMtzB3WloaUVFRbmHuLl26UKtWrRJ1m30VjAnxipLxZmjUSERODtKpU+hO\nnXLdnzx5895HAZnP/6PXQ4MGyA0bFr81auR6rEED5Lg4qF0bOTYWZ1SUWuHrTdAiUDUInp8hZTqa\nis0GWVlI168jZWYiXb3qOj6an9Xb5ctIv/1Wrv/vbN7cFZG44w7XfevWrnx/s2YB83xLwpdXDJCe\nns7o0aNp3rw5q1atokWLFkFebfmwWq307NmTFStWqBKWS5YsYffu3axdu9Zt34KCAjp16sSmTZto\n2bJlMJYbaIRBDnccDgfHjh1Tveg9e/ZgsVho27atW9tV69ati01A8iweUh6XJImoqCghXuGBNs9X\nbn3lGzeQTp9Gd+aMm6cnnTuH7vx5pMuXK70+WaeDuDiXkY6LQ46NRY6LwxkVhdNodBUnRUa6wulG\nI9Sqhc5kQqpVC12tWkjK+628Jm/3sgwFBS6P1GZz3QoLXYIsNhuO/HycViuS1YohLw9dTg5SVhZk\nZyNlZ7sMcSWHwsvR0a7owi23uKIKt92GfMcdLsP7hz9A4IYFlBulgtrTKy4sLGTBggUsWbKE119/\nnfHjx1fLiNT+/ft55plnOHDggOrlpqamMnr0aA4cOOB2cX/s2DEef/xxDh48WFPONaW+oTXiKIQz\ner2e+Ph44uPj+ctf/gJAVlYWaWlp7N69m6+++oqZM2dSWFiohrmVW1xcHN999x1nz56lZ8+e3Fqk\nravkjoMx/SgU8eyZjYmJKX/PbO3ayJ074+jc2fvjNhvSxYsuQ33+vLuXqHiPmZlIV654VSMDXBOE\nrl9Hun69nK+w6qhMhYEcFeWKADRoAEX3cqNGamjfWRTWp06dkPB0y4Onhrl2xObRo0cZM2YMUVFR\npKWl0boSql7BJjMzk7p167qFnBs0aIDNZuP69evUq1dP3X769GliYmKYMmUKe/bsoUmTJkycOLFG\ni5wIgxyGxMXFcf/993P//fcDrpPBmTNnVC86KSmJ9PR09Ho9tqKT+2233UZ6erpbwZjdbqegyJvR\n5iW1fbLhTEBz6UYjcsuWyKWF7mTZFRrPzHSFcm/ccHmgWVlIN264vFCPbeTlIeXnQ0EB5Oe7jL/N\n5vo5P99tFGB5kHU617ojIpAjI8FoRCq6l6OjochDd7uPjVXv5Tp1bhreBg0qLcYSqngWtikhfIfD\nwTvvvMOCBQuYMWMGL774YuiJo5STvLy8Yvlf5fcCj8jI6dOnyc/Pp3fv3owZM4atW7cyfvx4Pv30\n0xo1pUqLMMg1AEmSaNmyJS1btuTpp5/m/fffZ+/evWrxV4MGDcjPz6d58+Z06tRJzUV76nQ7HA5V\nPQjCW23KU4ksZFq9JOmmQStBkKJc2O2u0LPT6TL4gFMpFFPqEDQCGZLJhD4qCslgoLCwMDz60v2A\nZ7uX1is+deoU48aNIz8/n59++on4+PhgLrXKMBqNxQyv8rvJZHLbnpiYyLPPPkvt2rUBaNu2LUeO\nHGH9+vXCIAtqDl9//TWyLBMXF8fcuXN5/vnniYiI4NKlS6oE6NKlSxk9erRPnW5twVih5mQdqgpj\nZcVzUIb2JBq2GAzFhC50RTcFT5Uxu92OrDnxKuIWodh6FQy0Iija4khZllm5ciVz5sxh0qRJzJgx\nI6w+X40bN+batWvqhSy4wtgmk4m4uDi3fXU6nWqMFVq1asXJkycDtt5QQxjkGsiKFSvYtGkTgwYN\nchMXaNq0KYMHD2bw4MGA6yR75MgRNdT94Ycf+tTp1p6sCwoKQkZhrDxUqmgrzFFSFk6nUzW+RqNR\n3VZSiqO6XpxVFCVXDFCrVi01ZHv+/HkSExO5dOkS27ZtIyEhIZjL9Avt2rXDYDBw4MABunbtCsC+\nffvo0KFDsfd/2rRpSJJEUlKSuu3YsWPF5gXUJESVtaBclFWnOzY2ttj0IwVv4iXBNHxabyZkBx0E\nGc9jpIwA9LZfSbOEq8vFWUWQZZm8vLxi0qCyLLNu3TqmTp3KyJEjmTdvHsYg9T4HglmzZrF//37m\nz5/PlStXmDp1KklJSQwYMIDMzExiY2MxmUwkJyfz4osvMm/ePDp37sxXX32lOgvNmzcP9svwB6Lt\nSeBfStPp7tq1K927d3fT6S5JyCKQBWOeRVuKeEU4GYmqQDsMorzHSJkl7OviTKfTFUtxVMfj7+sY\nXblyhYkTJ3L06FFWr14dsmIeVUleXh5z5swhOTmZmJgYRo0axXPPPQeA2WwmKSmJIUOGALBhwwZW\nrlzJxYsXueOOO5g+fTrdunUL4ur9ijDIgsBjtVrZu3evmo8uTae7qhTGyoMQQCkdbXVwVRa2Kflo\nb/KvUHzqVSi/L9qWOM9j9PnnnzNp0iSeeOIJFixYQHSYVpELyowwyILgU16dbl/jCT3DnRU5UWuL\ntjxVkgQuPHtm3dTI/Pg/tRdm3oRrQq3lzm63Y7Vai7XEXbt2jZdeeoldu3bxwQcf0L9//2AvVRAa\nCIMsCE3Ko9Pt6U0pn9nyTj5SwtOec2YFNwnIMIhyrMXTSCto33uDwRDQULenUIw2n56cnMzzzz/P\nAw88wOLFi4tVEQtqNMIgC6oPZdXpjoqKKlfBmHICFUVbvqnSYRB+wnPqlTeNdn9PvdJW4mu94uzs\nbF555RU2bdrEsmXLePTRR6v0/wrCAmGQBdWXiuh0+xr4Di7FIKPRGNI5yWDga+pQdSBQU6+0qQ7P\ni7qdO3cybtw4EhISWLp0KQ0aNKiy1ycIK4RBFoQXWp3ulJQU9uzZU0ynOyYmhjfffBNJkhg1ahR9\n+vRxM9DhUtlbWcI1n15S61V50xzgumCxWq3FUh1KNfG6detYvHgxw4YNq5GfI0GZEcMlBOFFSTrd\nO3bsIDExkf/+97/q/jqdjubNmxMfH49Op3NTmtJK/FVFwVh1Qht6Dbd8uk6nQ6fTqSF3b61XWnU5\nXxdonhcs2qEie/fuZcyYMbRs2ZKMjAyaNWsWlNcqCC9qlIcsyzKjRo1i4MCBah+cN86dO8fMmTM5\ncOAAzZo145VXXqkR/YPVnYcffphvvvkGcGnq9u/fH6PRSFpaGlevXi2m092kSRO3giFfnlSgi4b8\nibYgSafTERUVVSPz6WVpvXI6nciyzNGjR/n555+56667MJvNvPXWWyxfvpw33niD0aNHh8XnQhAQ\nhIes4HQ6ef311/npp58YOHCgz/1kWeb555+nTZs2fPbZZ2zbto0JEyawefNmcRUc4uTm5gLw0EMP\n8d5777kNPS+rTrfJZPLpSVWn/lhv+CpIqolo88sKihddUFCg9sQ7HA6GDBlCVlaW+ncxMTEMHjyY\nqKgocnJyiI2NDcprEIQfNcJDvnz5Mi+99BLnz58nJyeH6dOn+/SQd+/eTWJiIj/99BNRRYPOn3vu\nORISEpg4cWIgly0oJzk5OariT2mGxlOnOzU1tVSdbs+CMeWkrg13hqKB82zTEVXm3vFW3CbLMiNH\njmTDhg1e/+buu+9m165dAV5p+bDZbMydO5fk5GRMJhMjR45k5MiRXvc9evQos2fP5vjx47Ru3Zq5\nc+fSvn37AK84bBEeMrg+ZLfeeitvv/02Q4cOLXHfgwcPcuedd6rGGCAhIYEDBw74e5mCShITE1Nm\nYXqDwUDHjh3p2LEj48aNA27qdKekpLB+/XpeeuklnzrdWgOtjNeD0CsY00o61nSv2Bfali+dTkd0\ndLRa3Hby5EnOnj1L586d1cEQe/bsITU1VdVlDnUWLFjA4cOHWb16NRcvXmTq1Kk0a9aMBx980G0/\nq9XKmDFjGDRoEG+88Qbr1q1j7NixbN261e18KPAfNcIg9+3bl759+5Zp38zMTBo1auS2rX79+m6F\nQoLwpG7dujz44IPqicpTp3vmzJk+dbqVgfOeBWOerTf+VrxS0A6DCKl5ziGG0+nEarUWa/lyOp0s\nW7aMefPmMXnyZKZNm+ZWgS7LMr///jv16tUL4upLx2q1smHDBlasWEF8j65xVwAAEHRJREFUfDzx\n8fGcOHGCjz76qJhB3rx5M0ajkSlTpiBJEjNmzGDHjh1s2bKlxJobQdURFgY5Pz+fy5cve32sYcOG\n5bq6y8vLU8elKURGRhYbui0IfyRJok2bNrRp04bhw4cD7jrd3333Ha+//rpXne6GDRu65aK1Iyn9\nWTCmHZgBiIEZPvCUB9XOvT579izjx4/nt99+Y/v27XTq1KnY30uSRP369QO97HJz7Ngx7HY7nTt3\nVrcp/dJOp9PtIu3gwYMkJCSonxVJkujSpQsHDhwQBjlAhIVBPnjwIP/7v//r9bH33nuPBx54oMzP\nZTQauX79utu2goICTCZTpdYoCA+ioqLo06cPffr0Adx1ulNSUnjrrbdK1en2V8FYKMlehjKex6lW\nrVpqm9PatWt55ZVXGDt2LHPmzKn2YxIzMzOpW7eum5PRoEEDbDYb169fd/PwMzMzad26tdvf169f\nnxMnTgRsvTWdsDDIPXr0wGKxVMlzNW7cmJMnT7ptu3r1arEwtkAALi+iRYsWtGjRgieeeAIortO9\ndOnSEnW6tQbaM9RdloIxT9lLrbcnuIln9EB7nP773/8yceJETpw4waZNm+jVq1cwl1pl+Ir4AcWi\nfiI6GHzCwiBXJR07dmT58uXk5+erXvG+fftISEgI8soE1YXIyEi6du1K165d1cp8rU73mjVrmDhx\nYjGd7oSEBGrVquXWG60tGPMmA6l4e8oYScXbE7ijzal7Rg82btzI5MmTGTZsGBs2bAirAiaj0VjM\noCq/e0b9fO0rooOBQxhk4Pfff8doNBIdHU337t1p2rQp06dPJzExke3bt5ORkUFSUlKwlymoxjRs\n2JCBAweqPfBanW6lqtuXTjegGmhPhTFwedPhprZVlSi5YnDl1BUv8Pfff+eFF15gz549fPrpp/Tr\n1y+Yy/QLjRs35tq1a+pMa3BdHJpMJuLi4orte/XqVbdtIjoYWESCCRg6dCgffPAB4PJClixZQmZm\nJkOGDOHLL7/kvffeE6IggipFr9cTHx/PX/7yF1auXMmhQ4e4evUqb731Fi1btuSrr77ij3/8I7fe\neitDhgzhzTffZOfOnRw5coSnn36aYcOG8cMPP7hJPGZlZZGdnY3VasVms7kpj9VEZFnGarVitVrR\n6/XExMSoxvibb76hW7duxMbGcujQobA0xgDt2rXDYDC4tW3u27ePDh06FKsv6NixI+np6epnRpZl\n9u/fT8eOHQO65ppMjRAGEQiqI1qd7l27dvHll19y4cIF9fGHH36YGTNmuOl0+xpL6NkbHe5o+6+1\nleZZWVlMmzaNb7/9lhUrVpSo2hcuzJo1i/379zN//nyuXLnC1KlTSUpKYsCAAWovtclkIicnh/79\n+/PII4/w1FNP8cknn7BlyxaSk5PDKowfREoNX4X/NzNMkWWZhQsX0rNnT7p3786CBQvcTsKezJs3\nD7PZ7Hb717/+FcAVC8qLJEm0bNmSp59+mpycHNUYR0ZGMnDgQGrVqsWwYcNo2rQpDz74IHPnzuXb\nb78lJyeHuLg4oqOj1b7agoICrFYr2dnZZGVlqV60r1GV1RVZlsnLy1O94tjYWFUM5YcffqBHjx7Y\nbDYOHz5cI4wxwPTp04mPj2f48OHMnTuXiRMnMmDAAAB69+7N5s2bAZewzrJly9i3bx9Dhgzh4MGD\nLF++XBjjACI85GrKBx98wJo1a1i4cCF2u52XX36Z5557jlGjRnndf8SIEfTq1YvBgwer22JiYqhV\nq1agliyoBA899BBbtmzhnnvuYeXKlW6KZFqd7pSUFPbt21dMp7tz584YjcZiwzQUvBWMVbd8tN1u\nx2q1FlMls1qtzJo1iw0bNvDee++p1fACQYAR85DDlfvuu4+//vWvasP+F198wdtvv83333/vdf8+\nffowf/58MbWqmpKbm8vx48fp2LFjqSHn8uh0e44lVKIsWoUxJdwdqgbaU6s7KipKPUapqamMHTuW\nO+64g1WrVtGkSZMgr1ZQgxEGORy5fPkyffr0Ydu2bbRo0QKA8+fPc//997Nz585iVZGKktR3331H\n8+bNg7FkQZDR6nSnpKSwZ8+eUnW6FW9aQVEY04qXBNtI+5pgZbPZmD9/PqtWrWLhwoWMGDEi6GsV\n1HjEcIlwJDMzE8DN8DZo0ABwCRx4GuRTp04hSRJLly5lx44d1KlThxEjRriFrwXhTVXodCsG2lNh\nLBgFY0pluc1mUyuolQlWGRkZjB49moYNG5Kens5tt90WkDUJBJVFGOQQpSR9bqvVCuCmquNLfQfg\n9OnTSJJEq1ateOaZZ0hLS2PmzJnExMTQv39/P6xeEOpUVqdba6C1Ot2SJLkZaH+Euh0OB1arFafT\n6dZ/bbfbWbRoEYsXL+a1114jMTGxRlSUC8IHYZBDlJL0uV9++WXAZXwVrV3FEHsr0nrsscfo27cv\nderUAaBt27acOXOGdevWCYMsUCmrTneTJk3o1q2bm053RESEW8GYN51u7bSrihhprVes0+ncvOJj\nx44xduxYDAYDqampZR7DKRCEEiKHXA1RcsjanPC5c+d44IEHvOaQvfHRRx/x8ccfs2nTJn8vVxBG\neOp0p6amlkmnu7IFYw6HQ5UI1XrFTqeTJUuWMH/+fKZOncqUKVNUIy0QhBgihxyONG7cmGbNmrFv\n3z7VIO/bt49mzZp5NcZvv/026enpfPjhh+q2Y8eO0apVq0AtWRAmVEanOzo62s1AK94u+C4Y0w7O\n0Ol0REdHqxKQZ86cYdy4cWRlZbFjxw7uuuuuoB0XgaAqEAa5mjJs2DAWLlyotnEsWrSIkSNHqo9r\n9bn79u3L8uXLWbVqFf3792fXrl18/vnnrFmzJljLF4QRldXpLqlgzOl0IssyZ8+e5ciRI8THx9Ou\nXTvWrl3LzJkzSUxMZNasWcWmFAkE1RERsq6mOBwOFixYwL///W/0ej1Dhw5l8uTJauivX79+DB48\nWPVitm3bxuLFizlz5gy33HILL7zwgqrWIxD4m6ysLNLS0lQjvWfPHgoLC9Uwt3KrU6cOycnJHDx4\nkD59+nDnnXcCrhGr586dA8BgMBAZGcnQoUMZMmQI/fr1IzY2Npgvr0LIssyiRYvYuHEjTqeToUOH\n8tJLL/ksRJs3bx5r16512zZz5kyeeeaZQCxXUHlEH7JAIAg9tDrdSi76wIEDREZGkpubC8Ctt97K\nwYMHMRgMjBs3jo8++sjrc7Vu3Zrjx49Xuz5jobZX4xAGWRDa2Gw25s6dS3JyMiaTiZEjR7qF3rUc\nPXqU2bNnc/z4cVq3bs3cuXNp3759gFcs8AeHDh2ib9++/Pbbb4CrbzoyMpKsrCw6depETk4O165d\nY9y4ceTk5JCSkkJaWhq5ubnceuutnDhxotqFrYXaXo1DFHUJQpsFCxZw+PBhVq9ezcWLF5k6dSrN\nmjVTBSwUrFYrY8aMYdCgQbzxxhusW7eOsWPHsnXrViF+HwZs3LhRNcYTJ04kKSmJ6OhoLl26xO7d\nu/nqq69YvHixW2jabrdz8uRJmjVrVu2M8eXLl7l06RLdunVTtyUkJHDhwgWuXLniVW3v8uXL3H77\n7QFeqSCQCIMsCBpWq5UNGzawYsUK4uPjiY+P58SJE3z00UfFDPLmzZsxGo1MmTIFSZKYMWMGO3bs\nYMuWLaqHIai+TJgwAZ1OR79+/bjnnnvU7U2bNmXIkCFe32ODwUDbtm0DucwqQ6jtCbwhDLIgaBw7\ndgy73U7nzp3VbQkJCSxduhSn0+lW3HLw4EESEhLUPKEkSXTp0oUDBw4IgxwGNGzYkNmzZwd7GVWK\nUNsTlBdhkAVBIzMzU80VKjRo0ACbzcb169epV6+e275Km4xC/fr1OXHiRMDWKxCUB6G2JygvwiAL\ngkZeXl6x3J8vL8HXvt68CYEgFOjRowcWi8XrY5cvX+bNN98kMzNTFfdRwtgNGzYstr8kSaoxVmjV\nqhUpKSlVvGpBMBHK64KgYTQaixlU5XeTyVSmfT33EwiqA1q1PYXS1Paee+45t21CbS/8EB6yIGg0\nbtyYa9euYbfbVTnEzMxMTCYTcXFxxfa9evWq27arV6+WSbdbIAhFhNqewBPhIQuCRrt27TAYDBw4\ncEDdtm/fPjp06FBMrahjx46kp6erY/5kWWb//v107NgxoGsWCKqKUaNG8fDDDzNhwgQmTZrEo48+\n6uYFDx06lA8++ACAu+66i7fffpsvvviCgQMHsnbtWhYtWuRWECmo/ghhEEFQmTVrFvv372f+/Plc\nuXKFqVOnkpSUxIABA8jMzCQ2NhaTyUROTg79+/fnkUce4amnnuKTTz5hy5YtJCcniz5kgUBQHRBK\nXYLQJi8vjzlz5pCcnExMTAyjRo1SvQSz2UxSUpLa1pSRkcHs2bM5deoUZrOZuXPnqlrHAoFAEOII\ngywQCAQCQQhQqkEWOWSBwI/YbDZeeeUVunbtSu/evdWcoDfGjx+P2Wx2u23fvj2AqxUIBMFEVFkL\nBH6krFrd4JJHfPPNN+nVq5e6rXbt2oFcrkAgCCLCIAsEfqI8Wt0FBQWcP3+eDh06eBWGEAgE4Y8I\nWQsEfsKXVvfBgwdxOp1u+ypaxS1atAj0MgUCQYggDLJA4CdK0+rWcvr0aWJiYpgyZQq9e/dm6NCh\n/Pjjj4FeskAgCCLCIAsEfqI8Wt2nT58mPz+f3r17s3LlSu69917Gjx/PoUOHArZegUAQXEQOWSDw\nE+XR6k5MTOTZZ59Vi7jatm3LkSNHWL9+PR06dAjMggUCQVARHrJA4Ce0Wt0KvrS6dTpdsYrqVq1a\n+ZynKxAIwo/yCIMIBIJyYDabo4DfgP4Wi2VX0baZwAMWi+Vej30/BJwWi2WkZlsycMhisUwO3Kpr\nJmazWQK+BT62WCwflrBfS2AF0Av4Ffg/FoslOSCLFIQ9ImQtEPgJi8ViNZvNq4GlZrN5BHAL8BIw\nAsBsNjcBblgsljzgS+ATs9n8A/Af4GmgNzAmGGuvSZjNZh3wNtAf+LiE/STgc+AQ0BV4DPh/ZrO5\nncViORuItQrCGxGyFgj8y4vAPmA78B4w22Kx/LvosUvAkwBF2xKBV4HDwKPAgxaL5UygF1yTMJvN\ntwDfAX8Crpeye1/gD8BYi8Xys8ViSQJ2AyNL/jOBoGwID1kg8CMWi8UKDC+6eT4mefy+ElgZoKUJ\nXHQGTgF/BvaWsm9PYL/FYsnVbNuFK3wtEFQaYZAFAkGNxWKxfA18Da7pYqXQFLjose0y0LzqVyao\niQiDLBAIKo3ZbDbiCs1PsFgsP/jYpzOwFOgAHAHGWSyWfX5eVy1cuXtvXPLwdksjCrB5bLMBxoqs\nTSDwROSQBQJBpTCbzSZgHRBfwj7RwGZgJ5CAq3BtU9F2f9IDOOHj1r+cz5VPceNrBKyVXKNAAAgP\nWSAQVAKz2Xwnrsrk0ma9PgnkAS9bLBbZbDb/H+BhXLnbD/21viJvvdQ5tGXkAsUvOprgKs4TCCqN\n8JAFAkFluAdIpvTCpp7ALovFIgMU3f9Uhr8LJVKALkVhcIXeRdsFgkojPGSBQFBhLBbLMuXnUoqi\nmuLKG2u5DLT3w7KqDLPZ3BDIs1gsOcCPwDngn2az+TVgENCdor5ygaCy/H81q7ODR3xuvgAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x256bcbd9710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "z = np.linspace(-2, 2, 1000)\n",
    "r = 1\n",
    "x = r * np.sin(np.pi*2*z)\n",
    "y = r * np.cos(np.pi*2*z)\n",
    "\n",
    "ax.plot(x, y, z, c='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7、图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XStP9Cxu3AlyJ66tH68CDiILxqECjDYZYDv7MaUYPPszJ//MfXHzgYeZfPM2u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\nL6vXSj9NM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EDlnCNXCROHrjttNRGGkvt3dxlr3s0aG3FuCS7IIjnGEmfT20TccoKCxIWN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RDwuc7nvl6vh81mQ01NDaKjoxetCT6WShaNuw2NmSwjlGzPNBloP5PW1la/qq8ybndSKF0f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\ntSjSvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x256ba977f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "im = mpimg.imread('logo.png')\n",
    "imgray = im[:,:,0]*0.299+im[:,:,1]*0.587+im[:,:,2]*0.114\n",
    "\n",
    "fig = plt.figure(figsize=(6, 9))\n",
    "ax0 = fig.add_subplot(211)\n",
    "ax1 = fig.add_subplot(212)\n",
    "\n",
    "ax0.imshow(im)\n",
    "ax1.imshow(imgray, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8、美化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['seaborn-dark-palette', 'classic', 'seaborn-notebook', 'seaborn-muted', 'grayscale', 'seaborn-dark', 'seaborn-poster', 'bmh', 'seaborn-white', 'seaborn-ticks', 'seaborn-pastel', 'seaborn-colorblind', 'seaborn-bright', 'seaborn-deep', 'ggplot', 'seaborn-paper', 'dark_background', 'seaborn-whitegrid', 'seaborn', 'fivethirtyeight', 'seaborn-talk', 'seaborn-darkgrid']\n"
     ]
    }
   ],
   "source": [
    "print(plt.style.available)\n",
    "plt.style.use('seaborn-white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# %matplotlib\n",
    "%matplotlib inline"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
